{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    }
   },
   "outputs": [],
   "source": [
    "from gs_quant.data import Dataset\n",
    "from gs_quant.markets.securities import Asset, AssetIdentifier, SecurityMaster\n",
    "from gs_quant.datetime import *\n",
    "from gs_quant.api.fred.data import FredDataApi\n",
    "from gs_quant.timeseries import returns, diff\n",
    "from sklearn.decomposition import PCA\n",
    "from collections import defaultdict\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime as dt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    }
   },
   "outputs": [],
   "source": [
    "from gs_quant.session import GsSession\n",
    "# external users should substitute their client id and secret; please skip this step if using internal jupyterhub\n",
    "GsSession.use(client_id=None, client_secret=None, scopes=('run_analytics', 'read_product_data'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, we'll take a look at the current macro landscape and understand how risk has evolved in the last 6mo through the lens of principal component analysis (PCA).\n",
    "\n",
    "The content of this notebook is split into the following parts:\n",
    "* [1: First, the data](#1:-First,-the-data)\n",
    "* [2: PCA](#2:-PCA)\n",
    "* [3: Interpreting top 2 risk drivers](#3:-Interpreting-top-2-risk-drivers)\n",
    "* [4: Realized vs predicted](#4:-Realized-vs-predicted)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1: First, the data\n",
    "\n",
    "Let’s start by pulling volatility data from [gs data catalog](https://marquee.gs.com/s/discover/data-services/catalog) to get a sense for the macro landscape."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a158f60>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_date = dt.date(2012, 1, 3)\n",
    "end_date = business_day_offset(dt.date.today(), -1, roll='preceding')\n",
    "\n",
    "# gs data sets\n",
    "fxspot, irspot, fxvol, irvol = [Dataset(x) for x in ['FXSPOT_PREMIUM', 'IR_SWAP_RATES', 'FXIMPLIEDVOL_PREMIUM', 'IR_SWAPTION_VOLS']]\n",
    "\n",
    "fxv = fxvol.get_data(start_date, end_date, bbid=['EURUSD', 'USDJPY', 'AUDJPY', 'CADUSD', 'AUDUSD'], tenor='3m', deltaStrike='DN', location='NYC')\n",
    "pd.pivot_table(fxv, values='impliedVolatility', index=['date'], columns=['bbid'], aggfunc=np.sum).plot(figsize=(10, 6), title='3m implied fx vol')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a30d160>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "irv = irvol.get_data(start_date, end_date, payOrReceive='Pay', currency=['USD', 'EUR', 'JPY', 'AUD'], terminationTenor='10y', expirationTenor='3m', strikeRelative='ATM')\n",
    "pd.pivot_table(irv, values='impliedNormalVolatility', index=['date'], columns=['currency'], aggfunc=np.sum).plot(figsize=(10, 6), title='3m10y implied rate vol')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a3029b0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "FRED_API_KEY = 'insert key'\n",
    "fred_API = FredDataApi(api_key=FRED_API_KEY)\n",
    "fred_pull = fred_API.build_query(start=start_date, end=end_date)\n",
    "fred_API.query_data(fred_pull, dataset_id='VIXCLS').plot(figsize=(10, 6), title='VIX')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2: PCA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now look across a number of macro series and run PCA to understand what's driving risk - to start we'll grab more data from [gs data catalog](https://marquee.gs.com/s/discover/data-services/catalog) and FRED and normalize it.\n",
    "\n",
    "* GS FX spot [here](https://marquee.gs.com/s/developer/datasets/FXSPOT_PREMIUM) and vol [here](https://marquee.gs.com/s/developer/datasets/FXIMPLIEDVOL_PREMIUM)\n",
    "* GS Cash and Swap Rates [here](https://marquee.gs.com/s/developer/datasets/IR_SWAP_RATES) and vol [here]()\n",
    "* Fred API [here](https://research.stlouisfed.org/useraccount/login/secure/) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "instruments = {\n",
    "    'Equities' : ['SPX', 'NDX', 'N225'],\n",
    "    'Commodities': ['Gold', 'WTI'],\n",
    "    'Rates': ['5y', '30y'],\n",
    "    'FX': ['USDJPY', 'EURUSD', 'USDCAD', 'AUDJPY'],\n",
    "    'Credit': ['HY'],\n",
    "    'Fundamental': ['Breakevens', 'VIX']\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SPX</th>\n",
       "      <th>NDX</th>\n",
       "      <th>N225</th>\n",
       "      <th>Gold</th>\n",
       "      <th>WTI</th>\n",
       "      <th>5y</th>\n",
       "      <th>1y5y_curve</th>\n",
       "      <th>5y_xmkt</th>\n",
       "      <th>3m5y_impvol</th>\n",
       "      <th>3m5y_impreal</th>\n",
       "      <th>...</th>\n",
       "      <th>EURUSD_3m_impreal</th>\n",
       "      <th>USDCAD</th>\n",
       "      <th>USDCAD_3m_impvol</th>\n",
       "      <th>USDCAD_3m_impreal</th>\n",
       "      <th>AUDJPY</th>\n",
       "      <th>AUDJPY_3m_impvol</th>\n",
       "      <th>AUDJPY_3m_impreal</th>\n",
       "      <th>HY</th>\n",
       "      <th>Breakevens</th>\n",
       "      <th>VIX</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-09-01</th>\n",
       "      <td>3526.65</td>\n",
       "      <td>12292.863</td>\n",
       "      <td>23138.07</td>\n",
       "      <td>1987.95</td>\n",
       "      <td>42.61</td>\n",
       "      <td>32.054703</td>\n",
       "      <td>8.776151</td>\n",
       "      <td>69.450728</td>\n",
       "      <td>2.641559</td>\n",
       "      <td>1.220437</td>\n",
       "      <td>...</td>\n",
       "      <td>1.191931</td>\n",
       "      <td>1.30748</td>\n",
       "      <td>0.0704</td>\n",
       "      <td>0.988091</td>\n",
       "      <td>78.069</td>\n",
       "      <td>0.1087</td>\n",
       "      <td>0.956271</td>\n",
       "      <td>4.97</td>\n",
       "      <td>1.76</td>\n",
       "      <td>26.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09-02</th>\n",
       "      <td>3580.84</td>\n",
       "      <td>12420.543</td>\n",
       "      <td>23247.15</td>\n",
       "      <td>1969.00</td>\n",
       "      <td>42.61</td>\n",
       "      <td>32.551607</td>\n",
       "      <td>8.564116</td>\n",
       "      <td>73.343146</td>\n",
       "      <td>2.627451</td>\n",
       "      <td>1.234413</td>\n",
       "      <td>...</td>\n",
       "      <td>1.161721</td>\n",
       "      <td>1.30705</td>\n",
       "      <td>0.0708</td>\n",
       "      <td>0.987925</td>\n",
       "      <td>77.776</td>\n",
       "      <td>0.1105</td>\n",
       "      <td>0.970606</td>\n",
       "      <td>4.93</td>\n",
       "      <td>1.73</td>\n",
       "      <td>26.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09-03</th>\n",
       "      <td>3455.06</td>\n",
       "      <td>11771.367</td>\n",
       "      <td>23465.53</td>\n",
       "      <td>1934.10</td>\n",
       "      <td>42.61</td>\n",
       "      <td>30.908223</td>\n",
       "      <td>7.560010</td>\n",
       "      <td>72.913006</td>\n",
       "      <td>2.701093</td>\n",
       "      <td>1.268510</td>\n",
       "      <td>...</td>\n",
       "      <td>1.147392</td>\n",
       "      <td>1.31340</td>\n",
       "      <td>0.0734</td>\n",
       "      <td>1.111244</td>\n",
       "      <td>77.160</td>\n",
       "      <td>0.1163</td>\n",
       "      <td>1.068232</td>\n",
       "      <td>5.04</td>\n",
       "      <td>1.65</td>\n",
       "      <td>33.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09-04</th>\n",
       "      <td>3426.96</td>\n",
       "      <td>11622.133</td>\n",
       "      <td>23205.43</td>\n",
       "      <td>1937.60</td>\n",
       "      <td>42.61</td>\n",
       "      <td>36.664363</td>\n",
       "      <td>12.720931</td>\n",
       "      <td>77.865280</td>\n",
       "      <td>2.702246</td>\n",
       "      <td>1.266355</td>\n",
       "      <td>...</td>\n",
       "      <td>1.126225</td>\n",
       "      <td>1.30448</td>\n",
       "      <td>0.0725</td>\n",
       "      <td>1.091612</td>\n",
       "      <td>77.507</td>\n",
       "      <td>0.1173</td>\n",
       "      <td>1.169046</td>\n",
       "      <td>5.13</td>\n",
       "      <td>1.70</td>\n",
       "      <td>30.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09-08</th>\n",
       "      <td>3331.84</td>\n",
       "      <td>11068.258</td>\n",
       "      <td>23274.13</td>\n",
       "      <td>1920.60</td>\n",
       "      <td>42.61</td>\n",
       "      <td>36.664363</td>\n",
       "      <td>12.720931</td>\n",
       "      <td>77.865280</td>\n",
       "      <td>2.718408</td>\n",
       "      <td>1.252479</td>\n",
       "      <td>...</td>\n",
       "      <td>1.167326</td>\n",
       "      <td>1.32224</td>\n",
       "      <td>0.0751</td>\n",
       "      <td>1.112926</td>\n",
       "      <td>76.538</td>\n",
       "      <td>0.1224</td>\n",
       "      <td>1.231085</td>\n",
       "      <td>5.25</td>\n",
       "      <td>1.68</td>\n",
       "      <td>31.46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                SPX        NDX      N225     Gold    WTI         5y  \\\n",
       "date                                                                  \n",
       "2020-09-01  3526.65  12292.863  23138.07  1987.95  42.61  32.054703   \n",
       "2020-09-02  3580.84  12420.543  23247.15  1969.00  42.61  32.551607   \n",
       "2020-09-03  3455.06  11771.367  23465.53  1934.10  42.61  30.908223   \n",
       "2020-09-04  3426.96  11622.133  23205.43  1937.60  42.61  36.664363   \n",
       "2020-09-08  3331.84  11068.258  23274.13  1920.60  42.61  36.664363   \n",
       "\n",
       "            1y5y_curve    5y_xmkt  3m5y_impvol  3m5y_impreal  ...  \\\n",
       "date                                                          ...   \n",
       "2020-09-01    8.776151  69.450728     2.641559      1.220437  ...   \n",
       "2020-09-02    8.564116  73.343146     2.627451      1.234413  ...   \n",
       "2020-09-03    7.560010  72.913006     2.701093      1.268510  ...   \n",
       "2020-09-04   12.720931  77.865280     2.702246      1.266355  ...   \n",
       "2020-09-08   12.720931  77.865280     2.718408      1.252479  ...   \n",
       "\n",
       "            EURUSD_3m_impreal   USDCAD  USDCAD_3m_impvol  USDCAD_3m_impreal  \\\n",
       "date                                                                          \n",
       "2020-09-01           1.191931  1.30748            0.0704           0.988091   \n",
       "2020-09-02           1.161721  1.30705            0.0708           0.987925   \n",
       "2020-09-03           1.147392  1.31340            0.0734           1.111244   \n",
       "2020-09-04           1.126225  1.30448            0.0725           1.091612   \n",
       "2020-09-08           1.167326  1.32224            0.0751           1.112926   \n",
       "\n",
       "            AUDJPY  AUDJPY_3m_impvol  AUDJPY_3m_impreal    HY  Breakevens  \\\n",
       "date                                                                        \n",
       "2020-09-01  78.069            0.1087           0.956271  4.97        1.76   \n",
       "2020-09-02  77.776            0.1105           0.970606  4.93        1.73   \n",
       "2020-09-03  77.160            0.1163           1.068232  5.04        1.65   \n",
       "2020-09-04  77.507            0.1173           1.169046  5.13        1.70   \n",
       "2020-09-08  76.538            0.1224           1.231085  5.25        1.68   \n",
       "\n",
       "              VIX  \n",
       "date               \n",
       "2020-09-01  26.12  \n",
       "2020-09-02  26.57  \n",
       "2020-09-03  33.60  \n",
       "2020-09-04  30.75  \n",
       "2020-09-08  31.46  \n",
       "\n",
       "[5 rows x 34 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fred_symbols = {\n",
    "    'SPX': 'SP500',\n",
    "    'NDX': 'NASDAQ100',\n",
    "    'N225': 'NIKKEI225',\n",
    "    'Gold': 'GOLDAMGBD228NLBM',\n",
    "    'WTI': 'DCOILWTICO',   \n",
    "    'HY': 'BAMLH0A0HYM2', \n",
    "    'VIX': 'VIXCLS',\n",
    "    'Breakevens': 'T10YIE'\n",
    "}\n",
    "\n",
    "color_map = {\n",
    "    'Equities': '#20396D',\n",
    "    'FX': '#68A2BF',\n",
    "    'Rates': '#CD252B',\n",
    "    'Commodities': '#E3E311',\n",
    "    'Credit': '#E3E000',\n",
    "    'Vol': '#67E311',\n",
    "    'Fundamental': '#25cdae',\n",
    "}\n",
    "\n",
    "realVolWindow = 66 \n",
    "asset_map = {}\n",
    "df = pd.DataFrame()\n",
    "\n",
    "for asset_type, asset in instruments.items():\n",
    "    for x in asset:\n",
    "        asset_map[x] = asset_type \n",
    "        if asset_type=='FX':\n",
    "            asset_map['{}_3m_impvol'.format(x)]= asset_type\n",
    "            asset_map['{}_3m_impreal'.format(x)]= asset_type\n",
    "            \n",
    "            df[x] = fxspot.get_data(start_date, end_date, bbid=x)[['spot']]\n",
    "            realVol_f = df[x].copy()\n",
    "            realVol_f = [returns(realVol_f)[r-realVolWindow:r].std()*15.875 for r in range(len(realVol_f))]\n",
    "            \n",
    "            df['{}_3m_impvol'.format(x)] = fxvol.get_data(start_date, end_date, bbid=x, tenor='3m', deltaStrike='DN', location='NYC')[['impliedVolatility']]\n",
    "            df['{}_3m_impreal'.format(x)] = fxvol.get_data(start_date, end_date, bbid=x, tenor='3m', deltaStrike='DN', location='NYC')[['impliedVolatility']]\n",
    "            df['{}_3m_impreal'.format(x)] /= realVol_f\n",
    "        elif asset_type=='Rates':\n",
    "            asset_map['1y{}_curve'.format(x)] = asset_type\n",
    "            asset_map['{}_xmkt'.format(x)] = asset_type\n",
    "            asset_map['3m{}_impvol'.format(x)]= asset_type\n",
    "            asset_map['3m{}_impreal'.format(x)]= asset_type\n",
    "            asset_map['3y_vs_3m_{}_calendar'.format(x)]= asset_type\n",
    "            asset_map['3y{}_skew'.format(x)]= asset_type\n",
    "            \n",
    "            irspot_d = irspot.get_data(start_date, end_date, currency='USD',effectiveTenor = '0b', terminationTenor=x, floatingRateOption='USD-LIBOR-BBA', floatingRateDesignatedMaturity='3m', clearingHouse='LCH', pricingLocation='NYC')\n",
    "            irfront_d = irspot.get_data(start_date, end_date, currency='USD',effectiveTenor = '0b', terminationTenor='1y', floatingRateOption='USD-LIBOR-BBA', floatingRateDesignatedMaturity='3m', clearingHouse='LCH', pricingLocation='NYC')\n",
    "            irspot_eur_d = irspot.get_data(start_date, end_date, currency='EUR',effectiveTenor = '0b', terminationTenor=x, floatingRateOption='EUR-EURIBOR-TELERATE', floatingRateDesignatedMaturity='6m', clearingHouse='LCH', pricingLocation='LDN')\n",
    "            gammaVolA = irvol.get_data(start_date, end_date, payOrReceive='Pay', currency='USD', terminationTenor=x, floatingRateOption='USD-LIBOR-BBA', expirationTenor='3m', clearingHouse='LCH', strikeRelative='ATM', pricingLocation='NYC')[['impliedNormalVolatility']]\n",
    "            vegaVolA = irvol.get_data(start_date, end_date, payOrReceive='Pay', currency='USD', terminationTenor=x, floatingRateOption='USD-LIBOR-BBA', expirationTenor='3y', clearingHouse='LCH', strikeRelative='ATM', pricingLocation='NYC')[['impliedNormalVolatility']]\n",
    "            vegaVolhigh = irvol.get_data(start_date, end_date, payOrReceive='Pay', currency='USD', terminationTenor=x, floatingRateOption='USD-LIBOR-BBA', expirationTenor='3y', clearingHouse='LCH', strikeRelative='ATM+50', pricingLocation='NYC')[['impliedNormalVolatility']]   \n",
    "            df[x] = irspot_d.rate.copy()*1e4\n",
    "            realVol_r = [df[x].diff()[r-realVolWindow:r].std() for r in range(len(df[x]))]\n",
    "            \n",
    "            df['1y{}_curve'.format(x)] = (irspot_d.rate - irfront_d.rate) * 1e4\n",
    "            df['{}_xmkt'.format(x)] = (irspot_d.rate - irspot_eur_d.rate)*1e4 \n",
    "            df['3m{}_impvol'.format(x)] = gammaVolA\n",
    "            df['3m{}_impreal'.format(x)] = gammaVolA\n",
    "            df['3m{}_impreal'.format(x)] /= realVol_r\n",
    "            df['3y_vs_3m_{}_calendar'.format(x)] = vegaVolA/gammaVolA\n",
    "            df['3y{}_skew'.format(x)] = vegaVolhigh/vegaVolA\n",
    "        else:\n",
    "            df[x] = fred_API.query_data(fred_pull, dataset_id=fred_symbols[x])\n",
    "            \n",
    "data = df\n",
    "data = data.fillna(method='ffill').dropna()\n",
    "data.tail().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "frame_t = data.copy().apply(lambda x: x.diff() if x.name in instruments['Rates'] else returns(x))\n",
    "frame_t.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's run a 3-factor PCA for a 126 day (6mo) rolling period and record how much variance is explained by each component over our time frame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "period = 126\n",
    "components = 3\n",
    "f_loadings = defaultdict(list)\n",
    "\n",
    "for start in range(len(frame_t) - period):\n",
    "    d = frame_t.iloc[start:start + period]\n",
    "    d = (d - d.mean()) / d.std()\n",
    "    model = PCA(n_components=components)\n",
    "    model.fit(d)\n",
    "    for i, c in enumerate(model.explained_variance_ratio_):\n",
    "        f_loadings[i].append(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Contribution to variance from each component')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "factors = pd.DataFrame(f_loadings)\n",
    "factors.index = frame_t.index[period:]\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.stackplot(factors.index, factors.transpose())\n",
    "plt.title('Contribution to variance from each component')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3: Interpreting top 2 risk drivers\n",
    "Let’s now look at the top 2 components explaining risk in 2020 as well as over the entire period. Note, components can rotate over time, so we look at the absolute ratios of PC1 vs PC2 and vise versa to understand the primary drivers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# model 1 trained on full dataset\n",
    "full_model = PCA(n_components=components)\n",
    "full_data = (frame_t - frame_t.mean()) / frame_t.std()\n",
    "full_model.fit(full_data)\n",
    "components_full = pd.DataFrame(full_model.components_, columns=frame_t.columns)\n",
    "\n",
    "# model 2 trained on 2020\n",
    "model_2020 = PCA(n_components=components)\n",
    "data2 = frame_t[frame_t.index.year == 2020]\n",
    "model_2020.fit((data2 - data2.mean()) / data2.std())\n",
    "components_2020 = pd.DataFrame(model_2020.components_, columns=data.columns, index=factors.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'PC2')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 16))\n",
    "comp1, comp2 = 0, 1\n",
    "for i, row in components_full.iteritems():\n",
    "    plt.scatter(row[comp1], row[comp2], color=color_map[asset_map[row.name]], label=row.name)\n",
    "    plt.text(row[comp1]-0.02, row[comp2]-.01, row.name, fontsize=9)\n",
    "\n",
    "plt.axhline(0, color='grey')\n",
    "plt.axvline(0, color='grey')\n",
    "plt.title('PC1 vs PC2 - Full History')\n",
    "plt.xlabel('PC'+str(comp1+1))\n",
    "plt.ylabel('PC'+str(comp2+1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'PC2')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 20))\n",
    "\n",
    "for (_, col1), (_, col2) in zip(components_full.iteritems(), components_2020.iteritems()):\n",
    "    plt.scatter(col2[comp1], col2[comp2], color='pink')\n",
    "    plt.scatter(col1[comp1], col1[comp2], color=color_map[asset_map[col2.name]])\n",
    "    plt.plot((col2[comp1], col1[comp1]), (col2[comp2], col1[comp2]), color='grey', alpha=0.3)\n",
    "    plt.text(col2[comp1], col2[comp2], col1.name, fontsize=9)\n",
    "\n",
    "plt.axhline(0, color='grey')\n",
    "plt.axvline(0, color='grey')\n",
    "\n",
    "plt.title('PC1 vs PC2 - Full History vs 2020 Data only')\n",
    "plt.xlabel('PC'+str(comp1+1))\n",
    "plt.ylabel('PC'+str(comp2+1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ecef198>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "PC1_f, PC2_f = components_full.iloc[0].abs(), components_full.iloc[1].abs()\n",
    "PC1_2020, PC2_2020 = components_2020.iloc[0].abs(), components_2020.iloc[1].abs()\n",
    "\n",
    "plt.subplot(2, 2, 1)\n",
    "(PC1_f/PC2_f).sort_values(ascending=False).head(15).plot(kind='barh', title='PC1/PC2 - full', figsize=(16, 8))\n",
    "plt.subplot(2, 2, 2)\n",
    "(PC2_f/PC1_f).sort_values(ascending=False).head(15).plot(kind='barh', title='PC2/PC1 - full', figsize=(16, 8))\n",
    "plt.subplot(2, 2, 3)\n",
    "(PC1_2020/PC2_2020).sort_values(ascending=False).head(15).plot(kind='barh', title='PC1/PC2 - 2020', figsize=(16, 8))\n",
    "plt.subplot(2, 2, 4)\n",
    "(PC2_2020/PC1_2020).sort_values(ascending=False).head(15).plot(kind='barh', title='PC2/PC1 - 2020', figsize=(16, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4: Realized vs modeled\n",
    "\n",
    "Let’s now look at where the 3 component PCA model would tell us the returns for several series of interest should be vs where they have realized. The series with the largest model deviations present potential dislocations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca_returns = pd.DataFrame(full_model.transform(full_data), index=full_data.index)\n",
    "res = pca_returns.dot(components_full) * frame_t.std() + frame_t.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    }
   },
   "outputs": [],
   "source": [
    "def transform(tr_df, since):\n",
    "    t_d = tr_df.copy()[since:]\n",
    "    for key, v in t_d.items():\n",
    "        t_d[key] = (1 + t_d[key] / 100).cumprod() if key in instruments['Rates'] else t_d[key].cumsum()\n",
    "    return t_d\n",
    "\n",
    "def compare_plot(asset, actual, predicted):\n",
    "    plt.figure(figsize=(10, 4))\n",
    "    plt.plot(actual[asset], label='actual')\n",
    "    plt.plot(predicted[asset], label='predicted')\n",
    "    plt.title(asset)\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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EzWYDoKTEGB3w8/OjsrISgKlTp/L999+zb98+AGpqatizZw9JSUkcPHiQ/fv3H4nPWSSZEqKDvtyeh7/FjWtmJGBxN7FqTyG78yuZODgIdn8BuhEKd7d5jlBfD0qqrTTadZv7CSFEX5ScnMwrr7zC2LFjKSkp4aabbvrZPkuWLOGFF14gJSWFUaNG8dFHHwHw+OOP8/TTTzNp0iTKy8tbPf91111HXFwcY8eOJSUlhTfeeAOAhQsXMm/ePGbPnk1YWBgvv/wyl1xyCWPHjmXq1Kmkp6djsVhYvHgxZ511FjNnzmTw4MFOe9/q2Nu8e0pqaqpOS0tzybWFOJ5Gu+apb/dx5bTBBDn6QgE0NNpJfWgZc5LDeeTX4/j1onX8lFVGvc3O69dOYWbabbD7c/AJg9/tO+75X/7+IH/+ZCeb/ngaIY5WCUII4Qy7du0iOTnZZdfPyMjg7LPPZvv27S6LwVla+1kqpTZprVNb218qU0I0s6+gikeX7eHjLTktXl9/oJjy2gbmjooEYPzgQOptdkwKxkW6GfOlPHyhuhBqSo57/qNd0GWoTwgh+gtJpoRopsraABhJVXNfbM/D28PMyYlhAIyPNe7eS4r0x/fQCmi0Quo1xs5Fe497/qPr88kdfUKI/iU+Pr5fVKVORLvJlFLqRaVUgVKq1Z+QUuoypdRWx9dapVSK88MUomdU1hmTGpsnU412zdc78pk9IhyLu7H+3oTBgQDGfKldn4B3CExYYBxQtOe45w/zM4YOi6qlMiWEcD5XTd3pT07kZ9iRytTLwNw2th8ETtFajwUeBJzTtEEIF6i2Gksd7G2WTG3KLKWoysqZoyOPvBbuZ+HR+SnccHI87P0GEudBcAKYPaHo+JPQmypTRZVSmRJCOJfFYqG4uFgSqi7QWlNcXIzF0v6qFs2122dKa71KKRXfxva1zZ6uBwZ1KgIhepGmYb6iKitlNfUEenvw5fY8PMwmTk0Kb7HvBeMHQfF+sJZD3FQwmSFkWJvDfAFe7phNSrqgCyGcbtCgQWRlZVFYWOjqUPo0i8XCoEGdS2Wc3bTzWuCL421USi0EFgLExcU5+dJCdF3TMB8YQ30TBwfx1Y48Thoeiq9nK/9c8h2j3xGjjO9hiZDTejM6AJNJEeLjIevzCSGczt3dnYSEBFeHMSA5bQK6Umo2RjL18/7vDlrrxVrrVK11alhYmLMuLYTTVFmPJlN7C6rYll1OdlltiyG+FvJ3gDJBWJLxPDQRyjKhoe641wjx9aRQhvmEEKLfcEplSik1FngemKe1LnbGOYVwhWqrDYu7CYVib34Vh0tqMJsUpydHtH5A/g4IHgoe3sbz0ETQdig5ABEjWz0kwt+T/MrjJ1tCCCH6li5XppRSccD7wBVa6+PfxiREH1BlteFncWdouA97Cyr5cnseU4cEt2jgib0RmiZ45m8/OsQHRjIFbU5Cj/S3kF8hlSkhhOgv2q1MKaWWArOAUKVUFvAnwB1Aa70IeAAIAZ5xLCBoO16HUCF6u8o6G36ebgwP9+PzbblYbXauntlsDkJ9DTw2Bmb/HsbOh9IMGHf50e0hw4zvqx+BrW9DXQVYK8BaaXxNu5lw/3MoqrLS0GjH3Syt3oQQoq/ryN18l7Sz/TrgOqdFJIQLVVlt+FrcGBbui9VmRyk4c2SzIb6sDVBTBOsXQcQY47XmlSkPb0g6G/K2GtUrTz/wi4KwEXBgJRxcReSIi9DauGMwKsCrZ9+gEEIIp3P23XxC9GnVVhu+nm4MD/cFYEJcEOH+zfqNZDo6gRTvhU0vGY8jR7c8ycWtr3bO0kug7BAR/kavqbzyOkmmhBCiH5AxBiGaqayz4ePpRnKUPwC/GBPVcofMtRA6wliHb8tS8PSHgNiOndwnFKoLiXAkZzJvSggh+gepTAnRTJXVmDMVG+zNBzdPZ0xMwNGNNitkbYTUa415UJtfM4b4jLmC7fMJg+oiIhxLyuRXyB19QgjRH0hlSohmqh1zpgDGxwXh1nyCeM5msNXB4Okw4UrjtebzpdrjEwa6kRBTDW4mJcmUEEL0E1KZEsJBa02V1UaydSs0JoH5mH8emd8b3+OmgXcwzPo9JJ3V8Qv4GI1qTbVFhPt5ktcsmaqy2vjXl+k0NNq5/+yReHvIP00hhOgr5H9sIRysNjuR9jwu2XknJHvAmAtb7pDxPYQlg0+I8XzWvZ27gE+o8b26kIgAy5HK1Pbscm5540cOldQAsPlQGYuvSCUuxLsrb0cIIUQPkWE+IRyqrDbCKDeelGa03Nhog8M/QPyME7+AozJFdSERfkcbd973wTbqGhp5a+E0Xr56MjlltZzz1BpW75XFSoUQoi+QZEoIh2qrDX9lVIeoyGm5MW8r1FcZ86VO1JFkqojIAAv55XVUW21sz6ng16mxTE4I5pTEMD65bSaR/hYWvLiBRSv3o5u6rQshhOiVJJkSwqGyzoY/TclUdsuNTf2l4rqQTHkFAwqqCwn396TSamPt/mIa7ZqJg4OO7DY4xIf3b57OvNFR/OOLdG5dupmaetvxzyuEEMKlJJkSwqHKasNfVRtPWkumgoeAf9TPD+wos5sxcb26kEhHr6nPt+WiFExolkwB+Hi68dSl47lnbhKfb8vlhtc2nfh1hRBCdCuZgC6EQ1WLylSzYT67HQ6t7dyde8fjE9aicec3O/MZEeGHv8X9Z7sqpbhp1lCKqqy8ui4DW6O9ZasGIYQQvYL8zyyEQ3V9szlTNcXQUGs8LtwFtaUwuAuTz5s0Ne50JFNVVhup8UFtHjIi0o+GRk1WaW3Xry+EEMLpJJkSwsGYM1V99IWm6lTTfKmuTD5vcmRJGc8jL6UODm7zkKFhxjqB+wurun59IYQQTifJlBAOVc3v5oNmydT34D8IAgd3/SKOYT4/izs+HmaAFpPPWzM0zAeAA4XVbe4nhBDCNWTOlBiQtNak51VSbbVhcTczKtrf0RqhGm0JRNWVGZPQtTYqUwmndHwNvrb4hEFdOdjqifC3UF1vY1CQV5uHBHp7EOLjIZUpIYTopSSZEgPS9uwKznlqzZHnr14zmco6G0GmWlT4SGPCeUU2lByAqnznDPHB0S7oNUWcNTYKD7MJ1YEkbUiYz5HK1IaDJWzMKOGW2cOcE5MQQogukWE+MSA1Ld3y4HnGQsXbssuPDvP5RYJXkDHMl+FIuJwx+RxadEH/7RkjuG3O8A4dNiTU90hl6slv9/Lvr3azYneBc2ISQgjRJe0mU0qpF5VSBUqp7cfZrpRSTyil9imltiqlJjg/TCGcq6jKWMpl7ugoBgV5sSu3wtEaoRosAeAfA+XZxhCfdyiEdizpaVezZKozhob7UFxdT3ZZLesPFAPw8Ge7sDXanROXEEKIE9aRytTLwNw2ts8Dhju+FgL/63pYQnSvoiorJgXBPh4kRfqxO6+SamsDvropmYo2hvky1xpDfM6YLwUtlpTpjCGhxh19r67LoKFRc9X0ePYWVLF042HnxCWEEOKEtZtMaa1XASVt7HIe8Ko2rAcClVJdaBMtRPcrqqon2McDs0mRFOnPgaJqKquqcMd2tDJVmA7lhyB+pvMu3DRnqtOVKSOZeuOHQ/h5unHfWclMSQjm31+msz273HnxCSGE6DRnzJmKAZp/PM5yvPYzSqmFSqk0pVRaYWHnfpkI4UxFVVZCfY1eTyMi/Wi0a/IK8o2NTclUY73x3FmTzwE8/cHs0elkKjbIC3ezorLOxsmJYbibTfznohT8LO5c8tx6fjxU6rwYhRBCdIozkqnWxj9aXeZea71Ya52qtU4NCwtzwqWFODHNk6mkSD8AfLSjj1PTMF/T4/CRzruwUke6oHeGm9lEXLA3AKcmhQMQG+zN2zdOI9jHgytf2MDe/ErnxSmEEKLDnJFMZQGxzZ4PAnKOs68QvUJRlZUQXw8AEkJ98DCbCGjqfm4JPJpMxU0Dk9m5F/cJM9otdNLQMF+Uglkjjn4QiQn0Yun1U7G4m7nu1TTKauqdGakQQogOcEYy9TFwpeOuvqlAudY61wnnFaLbFFXWH6lMuZlNDAv3Pdr93BIAgXHGY2cO8TXxj2m5kHIHXTZ1MP93WiIhvp4tXo8O9OLZKyaSW1bHrW9sljv8hBCih3WkNcJSYB0wQimVpZS6Vil1o1LqRscunwMHgH3Ac8DN3RatEE5QbbURZsvh7p/OgMI9ACRF+eFPs2QqZCj86gVIvdb5AQQMgvKsTh92SmLYcftSTRwcxEMXjGbNviIe/nxXVyMUQgjRCe12QNdaX9LOdg3c4rSIhOhmRVVWRqpMPG2VkLsFwhJJivTjkGo2ZwpgzIXdE0BADFgroK4CLP5OO+2vU2NJz63kxe8PkhTpx/xJcU47txBCiOOTDuhiwCmqqidcOe5+q8gGYESkf8vKVHfyj2lxbWf6wy+SOGl4KH/8cDtpGW11NBFCCOEskkyJAaeoykq4KjOeOOYuTUkIZmqMGW32BHdL9wYQ4Lhf4wSG+trjZjbx1CUTiAn04sbXN5FdVuv0awghhGhJkikx4BRVWQmnKZkyqkMWdzMnx3qgursqBcYwH3RLMgUQ4O3O8wtSsTbYueG1NBrtrXYqEUII4SSSTIkBp6iyvlllqtlQW1159w/xAfhGgjJ1yzBfk2Hhftz7iyS2Z1ccWSBZCCFE95BkSgw4RVVWIs0th/mAnkumzG7gF9VtlakmEwcHAbArt6JbryOEEAOdJFNiwCmqshLRVJmqKgCbo9FlXblT765r0wm2R+iMIaG+uJsVu3KlM7oQQnQnSabEgFNSWUOArjCqQ2ioyjM29FRlChyNO7tvmA/Aw83E0DBf0vOkMiWEEN1Jkikx4OjKAkxoiJ5gvNA01NeTyVRADJRng+7eyeEjo/xJl8qU6IR9BZW8uykL3c1/N4XoT9pt2ilEf6NqHOvixUyA3Z8ZFSKteziZioVGq7HgsW/3LfqdFOXH+5uzKa2uJ8jHo9uuI/q+wyU1PLZsLx9szsKuIT7Em9T4YFeHJUSfIJUpMaDUNTTiW19kPIlpVpmy1UFjfc8O8wFUdO+8qaRIYw5Yep5Up0Tr8ivquP/D7Zz63xV8ujWHq6Yn4G5WfL2z84txCzFQSWVKDCjF1c3aIoQmgoevkUzVlRuv9eQwHxiT0KPHd9tlkqL8AOOOvmlDQ7rtOqLvqahr4Olv9/Hy2gwa7ZqLJ8dy6+zhRAZY2F9YxVc78vj9vCSUUq4OVYheTypTYkApqmzWsNMnHPyjjWG+GsfSK549OMwHxrypbhTm60mIj4dMQhctHCqu4YKnv2fx6gOcNTaKb387i4fOH0NkgNH9/4xREWQW17An/2iPsu/SC7ht6WbKaxpcFbYQvZZUpsSA0rSUTIMlGHc3D0cylQN7vzZ26MYqUQveIeBm6fZhPqUUSVF+MswnjtidV8mlz63HZte8cd3UViuWpydH8McPt/PVjjwiAyw89OlO3tlk/F2dMTSEiyfLItpCNCeVKTGgNCVT2ifCeMHfcVfd5tchbhqEDuuZQJQyErmyw0df+/BmeGYabHgOrM5LfpIj/dmdV4mt0e60c4q+a8kPmdQ2NPL+zdOPO/Qb7m9hfGwgb6cdZu5jq3h/cza3zh5GTKAXy3bJXCohjiXJlBhQiqrqCVOlmAMijRf8o6EyB4r3wvjLezaYmFTY/QUU7DK+/7QE6irg87vgv8nw+d1QtO/nx1mrWiZh7UiND8Zqs/P48r1ODF70VbtyKxgV7c/QMN829ztjVCRZpbX4errx/k3TuevMEZw+MoLVe4uoqbf1ULRC9A2STIkBpajKSqQqx+wXZbzgH218d/eBkef3bDBnPgyefvDedfD57yAsGW7fDNcthxHzIO1FeGoivPZLOLzh6HHL/wqLZkB9dccuMyqC+amxPPntPt7/sXuHFZscLqnBamvskWuJjrPbNbtyK0mOar/T/1XT43nikvF8cttMUmIDATh9ZARWm501e4u6O1Qh+pQOJVNKqblKqd1KqX1KqXtb2R6glPpEKbVFKbVDKXW180MVouuKK+sIVWXg12yYD2D0BeDZ9id1p/MNh/OehvztUH4YznkM3DxgUCr86jn4v50w+z7I2wZvzAe7Izk5sBiCJM0AACAASURBVMK4+3DnRx26jFKKB88fzbQhIdz73jbyK+q67z0B5TUNnPHoKv788c5uvU5dQyOLV+3nP1/tlgaTHZRVWkuV1dahZMribubclGgs7uYjr01OCMbP4iZDfUIco91kSillBp4G5gEjgUuUUiOP2e0WYKfWOgWYBfxXKSUdAkWvU1deiBuN4OsY5otKgZDhMPkG1wQ0Yi6c9hfjK25qy22+4XDK3XDm36C2BHK3GE0+i3Yb2ze/3uHLeLiZ+NO5I6lvtLNyT6ET38DPfb49l9qGRt5JO8zhkhqnn99u13ywOYtT/7OCv32ezlPf7eOpb1sZDhU/szPXaAEysgPJVGvczSZmjQhn+a4CGu2SwArRpCOVqcnAPq31Aa11PfAmcN4x+2jATxkNSXyBEkAG1UXv07QOX1Nlyi8SbkuDqLGui2nmb4yv4xlyivH9wHdwaJ3xOHEuZH4Pxfs7fJkREX6E+XmyupuHaD7cnE1MoBcmk+LJb507T2vt/iLOfXoNd761hWBfD964fgoXjI/hv9/s4aFPdzL3sVVMePAbHlu2R27hb8XO3EpMCkZE+p3wOU4fGUFxdT2vrctwWlxC9HUdaY0QAzSf7ZoFTDlmn6eAj4EcwA+Yr7X+2a1DSqmFwEKAuDi5tVb0PLeaAuNBU2WqL/ANh4jRxvBedbHRUmHev4x2Dj8tgTkPdOg0SilOGhbKij2F2O0ak8n5zRizy2r54WAJd52RSHF1Pa+uy2T60FDqbXaCfDxIivRjUJBXpxtBHi6p4c8f72B5egExgV48Oj+F81JiMJkUE+KCOFBUzfNrDjImJoBxsYE8tmwvb208zPLfnoK3h3SAabIzp4IhYb4thu46a97oSE5LDufPn+zE093MJdImQYgOJVOt/a93bH33TOAn4FRgKPCNUmq11rpFp0Ct9WJgMUBqaqrUiEWPami0411fBO4crUz1FUNmwYbFUFVg3AUYNBiGnQ7fPwE7P4b4mXDWI2Bqu9g8c3go72/OZmduBaNjOtegdFNmCQ99tot75yYxZUjrt9R/9JPRhPS8cTF4upt4c8NhfvPWTy32OX1kBE9eMr5Tv9D/8skO1h0o5p65SVw9I77FsRZ3M69fO5nc8joSI4yKy4rdBVz10kbe3ZTFldPiO/U++7NduRVMGBzUpXO4m008fdkEbnhtE3/4YBtmk+LXqbFOilCIvqkjw3xZQPN/KYMwKlDNXQ28rw37gINAknNCFMI5Sqvrj3Y/70uVKYAhs421AwvTYfB047UzHoRJ10HAINj0Euz7pt3TzBwWCtDpob63Nh7i4sXr2XyojPs+3E7DMT2rtNZszy7n7Y2HSR0cRGywN+F+Fj67fSYf3TKD1XfP5v2bp3PHnOEs25XPNS9vpNra8ZkAewuqODUpnJtmDW01CfOzuB9JpABmjQhnQlwgz60+IP21HMprG8guqyU56sSH+Jp4uplZdPlEZg4L5Z73trZ5l2hBZR2XPreetIySLl9XiN6qI8nURmC4UirBMan8YowhveYOAXMAlFIRwAjggDMDFaKrCqushKkyGtx8wcPb1eF0zuDpYHbc0zF4mvE9bATM+wdc9g74DzKqVO0I97eQFOnHmn0dn4S++VAp97y3jalDQvj3hWPZV1DFkvWZAOSV17Fo5X7mPraas59cQ3ZZLQtPHnLk2CFhvqTEBhIb7M2EuCDuPD2R/16UwvoDxVzxwg+U17Y/r6mh0U52aS2DQzr3Z7bw5KEcLqnlyx15HT5Ga01tff9s6bAr1xgoONHJ58eyuJt57spUpg0J4a53thypSjanteb3721j7f5i6XMm+rV2h/m01jal1K3AV4AZeFFrvUMpdaNj+yLgQeBlpdQ2jGHBe7TW0ohE9CpFVfWEq1Js3uG4uzqYzvLwhtgpkLkWBk1uuc3sDlNvgq/vg+xNEDOxzVPNHBbKq+szeTvtMCOj/BkW3vYcmtfWZeLr6cb/Lp+Ij4eZD3/K5tFle1meXsCafUVoDRPiAnno/NGcPTaKQO+2b+T95YRBeHuYuW3pZi59bj2vXjOZEF/P4+6fU1aLza4ZHOLT5nmPdfrICBJCffjXl7v54UAJnm4mPN1NeLqZ8XQzERfszdzRkUfmb5XV1HPfh9v5bGsuM4aFcP1JQzglMazfLPS7NcuoyjormQIjoXp+QSpXv7SRO9/6CTeTibPGRh3Z/s6mLJanFzA83JfVe4s4XFJDbHAf+yAjRAcoV/VnSU1N1WlpaS65thiY3tuURdxHFzA6NhSv679wdTidd2Cl0XNq+q0/31ZXAY+OgmGnwUUvtXmazYdKueKFDVQ5htnMJsWQUB+So/wdX36MjPYn3M9CaXU9U/6+nPmpsTx4/mjAWNvtnKfWEOHvyQXjB3HB+BgSQjuX6IAxr+mG1zYRG+zNkuumEOFvaXW/lXsKWfDiBt6+YRqTE4I7dY3Ptuby8Gc7qW1opN5mx2qzY2t2S//fLhjDpVPi2J5dzrWvbKS4qp5fTohh5Z5C8iusJEb4ct1JQzhvXDSebic+advV0jJKuOKFDQyP8OWjW2Y4PUGsttq46qUNbMosJcLfgpe7GavNTkFlHRPignhk/jhO+ue33HjKUO6eKzNARN+klNqktU5tdZskU2KgeHblfuYun0v06Jm4/7rthKNP+uYBWPuk0UU9KL7NXRvtmszianblVrIrt4L0vAp25VaSXVYLGEsH/vb0RDzcTPzt83S++s3JLW6nr6hrwNfDrct3BP5woJhrX0kj2MeD16+dQlwrQ3mvrsvggY92sOEPcwg/TsLVGbZGI6m68fVNbMwo4b8XjeO+D7fh4+HGossnMmZQAPU2O59syeG51QdIz6skzM+Tq6bHc9mUuHYrb73Njpxy5j+7nnB/T95aOI0wv+NXAbuiympj0Yr95FfUUdPQiMXNTJC3O9efPIQIfwvXvbKRnw6Xs+73p+JulsU3RN8jyZQQwMOf7uD/Ns7CMu161Ny/uToc56vIgcfGGJPS5/3zhE5RXtPArrwKlvxwiE+25OBhNpESG8A7N053crBHbTlcxpUvbsDWaOfO0xNZMD2+xS/bv36yk6UbDrHzr2c6taJSUFHH3MdXU1JdT4S/J+/cMP1nyZzWmu/3FbN49QFW7SnEy93M/Emx3D13RJ9puXD70s2s3lvIF3ecTGRA15PRE/Vtej7XvJzGqUnhzEkOZ/rQUOJDvPvNMKro/9pKpvrG/wZCOEF1RSleqt5o1Nkf+UfDmIvgx1fhlHvAu3NDYgAB3u5MHRLClIRg4oK9ePq7/VwzI6Ebgj0qJTaQT2+byZ8+3sFDn+0iPa+S/1yUcmR7ZnE1g7vhl264v4XHLx7H48v28o9fjW21KqaUYubwUGYODyU9r4LnVx/klXUZeLqZ+P0vkp0aT3fQWrMxo4QZw0JdmkgBnJIYztUz4vl8Wy7fphv93iL9LUwfGsK0oSGc28eHUsXAJsmUGDBsFbnGg/6aTAFMvw22LDUWST75rhM+jVKK352ZxNUzEghtY3K4s8QGe/PCglR+9+5Wvtyex98uGIOHm1GdyiiuZnh412/nb81Jw8M4aXhYh/ZNivTnPxeloIAXvz/IJZPjiD+BuWI9Kau0ltzyuk7PNesOZpPiT+eM4oGzR3KwqJq1+4tZd6CYlXsKeX9zNrvzKvnj2ceuVCZE3yAD12LAUFVN3c/7WMPOzogYBUPnwA/Pgs3a5dP1RCLVRCnF6SMjqLLa2JRZChhzuw6X1DI4tPfcAfa7M0fgbjbxt893uTqUdm109HaaFO/6ZKqJUoohYb5cPnUwT186gbQ/nsZpyeF8sjUHu6z3J/ooSabEgOFe60im+nNlCozqVHUBbH3L1ZF02oxhobiZ1JHFmPMq6qhvtDM4uPdUgML9Ldwyexhf78xn9d7uXTS6qzZmlOBvcWNERPdU9pxBKcXZY6PJr7Cy+XCZq8MR4oRIMiUGBLtd4211/OLrz5UpMJaeiRwDa58Ce9/q/u3r6UZqfBArdhuJb2ZRNQDxnWzY2d2unZnAkFAf7n1v25EWE73RhoMlpMYHd8s6jM50anI4HmYTX2zLdXUoQpwQSabEgFBaU08oZdhMnmDp3Jp0fY5SMP12KNrdoSVmeptZI8JJz6skv6KOjOIaAAb3srlJFncz/7pwLDnltfzzi3RXh9Oqoior+wure9UQ3/H4W9yZOTyUL7bn4ao7zIXoCkmmxIDQ1P3cagkzko3+btQFHV5iprc5JdGYEL5ydyGZxdV4uJmIckJ/KWdLjQ/m6ukJvLY+s1euO9cU0+SEri1s3FPmjY4ku6yWbdnlrg5F9DGHS2oorur6HNGukGRKDAjFVVbCKaPRp58P8TUxu8Pk6yFzDZRmuDqaTkmK9CPC35MHP93J6+sziQ3y6rXDVL87cwShvh488e0+V4fSQlGVlRfWHMTTzcSYmEBXh9Mhp4+MwM2k+PinHFeHIvoIrTVvbTzE3MdW8fBnrr0hRJIpMSAUVlkJV2WY/AZIMgUw/Azje8b3ro2jk5RS3H/2SE4fGcGZoyL5zWmJrg7puLw8zFw9I4FVewrZkVPO4ZIaznlyDf/8Mt1lCyav2VvEvMdXsyWrnIebtZjo7QK9PThjVATvbMrqt4tNC+cpqKzj2lfSuOe9bYwdFMj/neHa/yekz5QYEIxhvjLcA6Pa37m/CEsC7xDIWAPjL+vZa299BwalQvCJNfw8e2w0Z4+NdnJQ3ePyKYN55rt9PLZsL4eKa8gormZbdjmfbs3hr+eNZvaI8B6Jo6HRziPf7GHRyv0MDfPltWsnkxTpvEWNe8KCafF8vi2Pj37K5uLJca4OR/RSn2/L5b4PtlFT38gDZ4/kqunxLq9e942PLEJ0UVlFOf6qBo/AvvEL2ilMJhg83Rjq60lVhfD+dfDdwz17XRcJ8HbnsqmD+WZnPvsKq3hhwSTeXDgVD7OJq1/ayC1LfiS/oq5bYzhcUsNFi9bxvxX7uXhSLJ/cOrPPJVIAkxOCSYr04+W1GTIRXfxMeU0Dv3lzMzcv+ZHYYG8+u/0krpmZ4PJECiSZEgNEfalxy7Xq7z2mjhV/EpQdMr56SqZjWHH3l9DQvUlEb9HUKuHh80czc3goU4eE8PkdJ/Hb0xP5Zlc+p/13Ja+uy6DRCU0pM4urScsoodGuqam38dq6DH7x+Gr2F1bx1KXj+fsvx+Ll0TeXZVFKcdX0eNLzKtlwsPdN6heus3pvIWc+topPtuZy52mJvHfTdIaF+7o6rCNkmE8MCPampWR8B1oyNdP4nvE9jOuhYZMMRyWsvhIOfAcj5vXMdV0owt/Ct3fNavGap5uZ2+YM55yUaO7/aDsPfLSD9zZl8fAFYxgdc2LtOSrqGvj1s+vIr7AS7ONBQ6OdyjobqYODeHT+OGKDe1c/rhNx3rgY/v5FOkt+OMSUISGuDke4WGl1Pf/9Zjevrz/EsHBfFl85kbGDet9NFZJMiQHBVN3U/XwATUAHCEsGryAjwRl3Sc9cM/N7SDgZcrfCzo8GRDLVlvhQH169ZjIfb8nhwU93cu5Ta3h0/jjOGxfT6XP944t0Ciut3H/2SLZllWFSikunxDFxcJDTF4J2FS8PM+ekRPHupiyqrDZ8PeXX1ED10vcHeeSbPVRbbVw7M4HfnTkCi3vvrLrK31IxIHjWNa3LN8AqUyYTDJ4BGat75nrVxVCwE+Y8AAGxsOtTY41At55b4683Ukpx3rgYZiWGM3/xOp75bj/npkR3KgH64UAxb/xwiOtmJnDtzBOb2N9XXDA+htfXH+LL7XlcOHGQq8PpkqzSGjZmlJCeV8lpyRF9oolqb7CvoJK/fLKTmcNCeeCckST24iWRoIPJlFJqLvA4YAae11r/o5V9ZgGPAe5Akdb6FCfGKcQJ01rjbS2i0c2M2XsADhsknAzpn0LOZoge373XapovNXgmRIyBn5bAgRWQeGb3XrePCPB254ppg7nvg+1sySpnZJQ/lz63HrPJmCs0a0R4q/OdtmaVccsbm4kN9nL5LeA9YUJcEINDvPlgc1afS6b2F1axbn8xGzNK2HiwhJxyY96gUvDsygNMGxLCI/NTiArwcnGkvduyXcYH4H9dOJbowN7/s2o3mVJKmYGngdOBLGCjUupjrfXOZvsEAs8Ac7XWh5RSPXMvsBAdUFFnI0SXUucRgo9pAN5zkXIxrPwXfHUfXPVZ93aAz1gD7t5HkzafMPjoFrjwJUg4qfuu24eckxLNg5/u5K2NhxkU5EVaZimR/hZuWvIjAAFe7kQFWIgMsBAVYMHfy51X12YS4uvBS1dNwtuj/w8oKKU4f1wMT3y7l9zy2j6TePx4qJRfPrMWgDA/TybHB7MwPohJCcEMDvHhzQ2HeOSbPdz/4XaeXzCp0+evrGsgr7yO0poGqq02RkX7E94LVwdwhuW78hkV7d8nEinoWGVqMrBPa30AQCn1JnAesLPZPpcC72utDwForQucHagQJ6rI0bCz3iuc3rXCWw+xBMCp98Gnd8Kuj2Hked13rczvIXYyuHkYzxd8Cm9dDq+eB/P+aXRlH+D8Le6cNSaaj3/KplFr5o6K5OnLJrByTwG7civJK68jt7yO/Io6tmdXUFxtZVxsIIuvSCXMb+AMl54/PobHl+/l5bUZ/H5esqvD6ZC1+4oA+Oo3J5MY4fuzYdzrThqCXWv+9nk6y3flMye5Y3M4bY12LnluPRszSlu87u1h5s7TErlqRjzu5v7zQbGkup5NmaXceupwV4fSYR1JpmKAw82eZwFTjtknEXBXSq0A/IDHtdavHnsipdRCYCFAXJw0ZBM9o6jSSKbsPn3nH6bTjb8SNjwPX/8REucdTXac6cBKyN8Op/356GvhSXD9t/D+Qvj8LqgphlPuGRjrI7Zh/qRY3vsxCy93M/efMxKzSXFqUgSnJv38l2tDox03k+o3E8w7KiHUh3NSonl25QGqrTb+dM4opyUMJdX1FFZaGR7u69QeRWmZpQwP92VE5PHn91w9I4G307L4yyc7mTEstEMTqr/YnsfGjFKumZFASmwAIT6euJkVi1cd4OHPd/G/lfuZNSKMOUkRnJwYip/F/cixdrumUes+lWx9l16AXcNpyX1nkKsjyVRrf9OObZbiBkwE5gBewDql1Hqt9Z4WB2m9GFgMkJqaKh3ZRI8oqqpnqCrD5D/AJp83Z3aDU+6GdxZAdprRzNOZakvhw5sgZDhMvqHlNos/zH8dPrkdVvwd6qvg9AcHdEI1KT6IM0ZGMGtEODHtDGP0pV+CzvbY/HFEB1p4duUB9uZX8cxlEwjxPbHqXF1DI8t25fPh5mxW7C7EZteE+nowJymCq2fGd7nJqd2u+TGzlF+MaXuVBXezib+eO4pLn/+BZ1ce4I7T2v6Qp7Vm8aoDJIT68Mezklskf1MSglmxp5CPNmezfFcB7/+YjbtZMSUhhFOTwimtqefttMMUVFoJ8/UkLtibxEg/Th8Z0WOd+U/E8vR8wv08GR19Yi1EXKEjyVQWENvs+SDg2JUoszAmnVcD1UqpVUAKsAchXKy4oopQVUH1QFpKpjXxjjlLh39wfjL12W+hKh+u/QY8Wul1ZHaD85425lOtfdJY5mbmnc6NoQ9RSrH4ylRXh9HrmU2K389LJinSj3ve28a5T33P8wtSSY7qWOJjt2s2ZJTwwY/ZfL4tl0qrjQh/T66dmcDQMF/W7Cvi4y05vJV2mNOSw/nvr8cR4OXe/olbsa+wioo6GxMHB7W77/RhoZw9NopnVuzjlxNi2uwPtu5AMduyy3n4gtE/q6IppZg9IpzZI8KxNdr58VAZy3flszy9gL9+uhOlYFZiGPNTA8irqCOjqIbPtuaydMMh/nNhCr/q4cn96XkVRPl7EeB9/J9xWU09q/YUcU5KVK/obN5RHUmmNgLDlVIJQDZwMcYcqeY+Ap5SSrkBHhjDgI86M1AhTlSdo/u5V3Dn+/r0Kz4hEDIMDm9w7nm3vgPb34NT/wgxE46/n1Iw719GFWvZn42EasKVzo1F9EsXjB/EkFBfFr6Wxq/+t5ZHfp3C3NFHPxxtzSrDZtdMiDMSma925PHmhkP8eKiM8toGfDzMzB0dxQXjY5g2NASz45f0ryfFUlZTz+vrM3l8+V7mP7uOV66ZTMQJTOpOc8xnSu1g64P7zkrm2/QC/vLJTp5fYCTWVlsjhZVWCiqtFFRYKayy8m7aYUJ8PPjVhLYTHzezickJwUxOCOb3v0jmcEkN7mYTkQEt30tdQyPXvZLG797dQmGVldTBQcQFexPm59nqUPLuvEre+CGT7LJa3Ewm7pmXREJo52effpdewNUvbwQgLtibMYMCGBMTwNiYAEbFBBDg5U5lXQMLXtxAvc3OxZP61lSgdpMprbVNKXUr8BVGa4QXtdY7lFI3OrYv0lrvUkp9CWwF7BjtE7Z3Z+BCdFRDeR4ApoG2lExrYqfAni9B684Ps1XkwuJZcO6TkHiG8VrZYaMqFTsFZnSg0mQywfn/MxKqT+4wGoomn9PptyEGnpTYQD65dSY3vL6JG1//kTvmDOeOOcPZkVPB/GfXY7U1cs/cJGx2zb+/2k1csDfzRkcyfVgopyWHH/cuyEBvD249dTjjYoO44bU0Lly0lo9vmUmQT+fmFW7KLCXEx4P4kI51oY8K8OKOOcP5+xfpzPjHt1TWNVBRZ/vZfmaT4sHzRne6WeXxql0WdzPPXZnKta9s5B9fpDd73URcsDdxwT6MjPLjotRYDhRVc/Prm7BrGBziTU5ZLb94fDU3nDIEHw+3IzFXWW1U1jVgcTdz3y+SW73D8KW1GUT4e7JgejzbssrZcriMz7bmHtkeH+KNyaQ4VFzDossnkhLb+7qct0W5ajHJ1NRUnZaW5pJri4Hlqf89wa359xsToWMmujoc19r0spHE3PYjhAzt3LFrHoNlf4KocbBwBWg7vHIu5P4EN66B4E40kqyvNo7N2waXvydtE0SH1TU08scPt/PupixOS45ga1YZ7mYTY2IC+HKH8cHpvHHR/OvCsXi6dS4B+fFQKRc/u54Zw0J4YcGkTg0zzfr3dwyP8OO5Tgzf1tvsPPjpTqrrbfh5uhHi60m4nyfh/p6E+1kI9/Mk2McDt26YN2e3aw4WV3OopIbDJTVkFtccebwnvxKNMWF6RKQ/L101icgAC3nldfzu3S2s3mvctagU+Hq44Wdxw8/izqGSGqICLLxx/dQWFbGDRdXM/s8K7jwtscUcsZLqerZnl7Mtu5xtWeVkltRw26nD2p135ipKqU1a61b/gPt/wxIx4Jlr8o0HA637eWtiHTfiHt7QuWRKa9iyFNy8jOTpwArI2wqZa4y5UJ1JpAA8fOCyd+DFubD0Erj6M4hK6dw5xIBkcTfz7wvHkhTpx98+34WPhxuv3TSFxAhfXlmbgdVm5/qThpzQfJsJcUH88exkHvhoB4tW7efmWcM6dFxhpZWM4houmdy5oSkPNxMPnj+603E6g8mkGBrmy9Cwny8WnFtey5sbDpNfUcd9ZyUfuTswMsDCq9dMprDSisXDjK+HW4ufc1pGCVe9tJFf/W8t80ZHMirGn7mjonhtXSZuJsUlk2NbXCfYx4OTE8M4OTGse99sD5BkSvR7nrWF2FGYfHvv3Ss9JnQEeAYYk9A7s1Zf7hYoTIe5/zAqVF/dB0V7jCG6cZedWCzewXDFB/DimfD6r+DKjyFi5ImdSwwoSimuO2kIqfHBeLqZjrQiuGpG15fZuWLqYH44WMK/vtzNuv3F3D5neJtLwGiteerbvQBM7ScLM0cFeHHn6a132ldKHbdRaGp8MK9dO5m/fLKT19ZnYrXZedBnF9aGRuaNieq3DUZBkikxAPjUF1HrEYiP+cTu0ulXTCYYlNr5Sehb3wKzB4ydD4318M0D4BsBZz/etRYHATFHE6r/TYPoCTDrXll+RnTIuG6YV6OU4r8XpZAyKIDFqw5w0aJ1TBsSwu1zhjN1SDBKKfbmV/LJlhxSYgPZnV/JK+syuf6khD43z6c7jI8L4sNbZtBo12zKLGXRyv2s3lvINTPiXR1at5JkSvRr1VYbwbqUWs/Qgdn9vDWxU4x+T/u/gyGz2k+GGhtg2zuQONeoJk28GrI2Gv2kfJzwSTx0uDHnauvbsP4ZWPUfSaaES1nczSw8eShXTI3njQ2HWLRyP5c8t55J8UFMGBzES2syqG+0H9n/rDFRfaZLe08xm9SRuwvrbXY83Pp3vzRJpkS/VlxVT7gqw+bdOyc0usSoC2DDs/Da+caw3+TrjYqT5Ti9e7I2QnUhjLnQeN7UhNOZ/KNh5m+g5ACkf9axY2pKYN8yY/5V0lnOjUcIwMvDzLUzE7hsShxvbTzMopX72ZhRylljovjj2cnsK6hid14ll08d3Kd6IvW0/p5IgSRTop8rrLISrcrQvuNcHUrvEZYId+6AHR/AhsXGMi/L/mwsiDzpemMJmOYOrTO+x/fAHXfBQ6CmCOrKjTUFm9Ma8nfA3q9gz1dGkqftYHKD2zdDYN/qSyP6Dou7mQXT47l4ciy5ZXXEO/osRQV4cdLwvj95WnRd/08XxYBWWFFLKOW4BUhlqgV3Lxh3qdHi4LpvjYnkP74Gz0yBl8+GXZ8e3TdzHYQlGUN83S14iPG95EDL139aCo+OhkUzYPlfwWaFk++GS98BFHz/uLHfpleMhZXra7o/VjHgeLqZjyRSQjQnlSnRr+XkZOGuGvEN7dllE/qUQRONrzMehs2vwsYX4a3LjKG8Eb8wJquPvqBnYmmeTEWPP/r6hmfBZDYahg4/A5o3YB13qZEIxk6BT39jVKvc7oBfLh7Q6/8JIXqOVKZEv1aUmwmAV1C0iyPpA3wc6+Xdvhn8Y4wqT8FOsJZDnJPX8juepn5VzStTjTYo2GVUzyZc2TKRAmOulb0B3r8eQhONa5vf3gAAIABJREFU97DtbfhhUc/ELIQY8CSZEv1aZVG28UCWkuk48/+3d9/hUVXpA8e/J5NGGgmBFAKEkgChV2mCCEj7iSAioqKiuFbEsrrrqou6dt1VRFBEVJS1gyAorEpTeu81CQSTUEISICFA2pzfH2ciAZIwqTOZvJ/nmWdm7r1z55zcTObNKe9xh/a3QvxS2PW92daoe9W8t6cv+IdD+qEL29IPQt55CG1d9GvqNDWtU961YcyX0G+SaVH7dRJkpVZNuYUQNZoEU8Jl5Vs11tMFwZSMmSqVDreZ7rK1U00rVVUO7q7T9OKWqeO2ZT5DS8gUPWwKPLbTZHV3c4P+k0w+rO1f2feeVisc3WHWH7Rar3y8EMJ55F++pmFVk2BKuKw/0s8SqlOw4mam3gv7BTczXXv5OdCoR9WOParTBNLiLzw/vsvM2KvXovjXuFkunv0XEgMNrjJdlfasP7rpY/iwN7zdEv4dBUe2lr38Qoiqc/60SfOyZqpDiyHBlHBZB45nEqHSyPMNA8l+XnodbjP3VdXFV6BOM8hKgexM8/z4bjMWyt2rdOfpfBekxV5I7VCcvGxY+bbJvv5//zHrD357J5w7WbbyCyGqRsYR+HSo+Yz7OjZFhQRTwmXFHs8kQqViCWp45YPF5dreDH3/cSFZZ1X5c0afbdzU8d3Fj5cqSesbwSsANnwEmcchJ6voVqptX0LmEej3HHS9F0Z/Zrr75j0gXX5COKuUfTDzOjiZYBZNb3+LQ4sjqRGEyzpw/AwjLWlYghyzKnu15+Ft1smraoXTIwQ2gtOJEDq+9Ofx9DUB4aaPYbdtIL1yA08/c/MPhdYjYeNHENEZmvUzxzToAoNehcVPwerJ0PuJiqmXEKJiHF4LX90C7t5w9yIIb+/oEkkwJVxX3LFThOg0qC0tU9VK4fQIBU33oW3Ldq4Bz5sxX9mnIfsM5Jwx3YfZZyB1P/z6T3PckDcvHhd21V8gcR0se8kEV036lL0+NVl+npkdKkRF2bMA5t4LgQ1h7FwIauzoEgESTAkXlZdvJTM1GXePfPOhE9WHlz/4hZpB6J5+ZltZuvnADEpvd3Px+08cMLm0mg++eLtSZobgsZ0w5x64fyUEyIzQUsk8BlM6mRbA6EEmKK3XEmpHgHegJFQVpbd+Biz+m/lduvWbillovYLYFUwppQYD7wIWYKbW+vVijusKrANu0VrPqbBSClFKCWlnCbGmmCe1Zc22aie8PWz7L+xbCLXqVF6esHrNza0oXn4wejZ8dK0JqO5a4BoTGXLPmSSo9VqCp8/F+/LzIDfLzJ70LOeyKXFLzLn8w2HTJ7D+gwv7LJ6m1dG3LviGmICrxyOXrwspBJixjktfhFXvmBxyN318+e+ug10xmFJKWYBpwHVAErBRKbVAa72niOPeAH6ujIIKURpxKWbwOSAtU9XRiA9g8yzY/jU06ua4VoyQlqaF6vt7zZqAA19yTDkq0tpppvtSWcxnIy/HBD05Z00meTAzGiduKV9KkfjlpoVx3E8mxUZanAniMo9B1glzO5Ni7g+vgeQtpgVQugUFmMB+3v2maz73LBz6HTqPg6H/ccrfEXtKdBUQp7U+CKCU+hoYDuy55LhHgLlA1wotoRBlkHTyHA0Kgqnasi5fteNbF/o8aW6O1u5mM35qzRSz/l/M9Y4uUfmkHzStfV3Hm5lQ7t7g4WP+0/fwMa0AK16FPT9A9wcvvC77jNnW5iYzOaEkViscXA5RA0wg7O5lumqL667dswC+vQM2f2rGqwlxbDvsmmMmoVjzod8/ofdfnbZ72J5gKgJILPQ8CehW+AClVARwI9CPEoIppdR9wH0AjRpJ14uoPEdOnae5JQ1dqw6qvN0VQgx61bSczH/QJAQNbuboEpVdRrKZMdnvueKP2bsQds+7OJj6dZKZGXnoN7jxw5K/1I7vhLNpF2ZIXknMMGjcG5a/YoI1nzr2vU64rj/Wmft7fqkW4xXtyTNV1Cfm0mQtk4G/a63zSzqR1nqG1rqL1rpLvXqOTbAlXNuxjHM08TiJki4+URHcvUz+KeUG395lxh1VVxlHrtx913oEJK6H00nmedJmM+4pOBp2fAMr/1Py6+OXmfumfe0rk1Iw+HWTzfq7uyArzb7XiaqRex6ObofEDfatKFARDq8xM/WqQSAF9gVTSUDhb6QGwJFLjukCfK2USgBGAe8rpUZUSAmFAPMFsG/RZZv3Hcvgf7uOkm+9+AN+5NR5ItQJSYsgKk5gIxj5kWl1WeQE3Y9loTWcTjbrLZak9Y3mfs8C08Xy0+Nm/NNflkLb0WbM1ZIXzHirosQvh5BWpZs4ENYGhk+DP9bDjL4mWau4WPIW+OFh+GK0ydK/8m2TYLaynE037/dqffiwD3x8Hcy6HhJWmxUCKiuw0tq0TDXqUTnnrwT2dPNtBKKVUk2AZGAMcFvhA7TWTQoeK6VmAT9qredXYDlFTbd6ipkN1PcZ8vv8jSV7jzNrdQJrD5r/YLs3rcO7YzoSGmDGchw9dZZ61hNVu0CvcH3NB0Kfp+D3t6Bhd+h0h6NLVDrZGWaw+ZVapoKbQVhbMwlg11zTKjHqE5NqYvhU8KhlZlYdXAEjZ0LdqAuvzckyy3tcdV/py9fhNrMG49e3m9sDq8ysSmGCpz0/gKe/uT45tjFsy16C6IHQcaxJ8VERM05PJpjrvnYanDsFXe6GyF6QlQq/vQGzhprjPHxMYB5Q34xNDWtnxry5Wcr3/mlxcDbVtYIprXWeUmoCZpaeBfhEa71bKfWAbf/0Si6jEJAWi0ahVrzKZ6vi+deZG4gI9OHpIS0J8PbgpR/3MOy9Vax4qi8eFjdyzqTh5XVOBp+Litf3H6a7Y9GTJt9NSIyjS2S/glYMe2bptb7RzGD0C4MR0022eDBdnjdMgejrYMEjZoHowa9DpztNd92SF8zsvZgbylbGiM4mcPt0KPzyHAybXLbzuJKUvSZw6voX6D8JvAPM9rR42PpfsyTSgf+ZdBPtx0DHOy4sDJ573lwP7wBI3gw/P2eClYZXQWAknEs3LVCF7wvWpWxsu7ZhhVaRaD/GdOOeTjI9BhlJprUzbils+8IE3B1uLV99C9bTdKVgCkBrvQhYdMm2IoMorfW48hdLiIudO7afFdZuZFq9uIdv6NMxmMY3vYy7u/kPKKCWOxO+3Mq+Y5mEBnhTH9uYC+nmExXNzWLy3EztbAZl3/6do0tkv4xkc3+lbj6Abg+a41peX3TrUMwwE/jMewAWToTYX8y2DTOg+0MmpUVZRfaEno+YGZSNr6769SEr2ulkWP2u+eeu2bWm1a80ds8DlGkVLQikwLRQDXgern3W5PXaOhvWfQBr3oMGV0GtQDi0EvLOgU+wmRTgFwpNr4GkjSYoqlXHDPj3qWP+XvrUMUFWq+EQFHl5WbwDzJi6S2ltAuvf3zTLOF2aviBlr+ki9A+D0DYmQAtra1Y3uDT55uG1prx1o0v3c3Ig50vWIMSl8rLxOpPMYbdu9L7/37Dpn0RtfR9+8zEzkpSibURtwCxubLVqM14KJMeUqBx+9eDqJ2DJ8+bLqklvR5fIPhm24a72DOr19DGtECUJqA93zId102DJi7DvR/NF2f/58pe133OQsArmjjdpFga+YoKD6ubQSphzt2ntsebBr5Q+X9Lu+aabzT+06P0Wd2gx2NzOpJhJAtu+NMFT57tMAJN+yFyvHg+bVQYqmlKm1fbr22Dnd5e3Tq1733QB+4ebGaE7vr6wz7++CZqjBpgM+YdXmVYpJ02DUBQJpoTzO5mAG1bO+jehdUQQhE8xs6pW/ht0PvR/noZBPnh7uHHg+BlqeboTrtLNa6VlSlSWbvfD+g9NQHXv0urxh78gmPKvwBlSbm6mFalJH1g12XyhXikPlT3cveDuxWaMzurJELcMhr1rxq1VB1qbAOKXf5pUFON+MkHMug9Mi9vpZNPyk7zFtPT0mFD0WKOUvWYdSXvzb/mFmOvR85GKrY89Wgw1rU2/v2la4AomIJw7CTu+MznbbnjPbMtKM5M5ju2EI1shfins/PbCubo/VPXlLwcJpoTzS4sDIDfQNs/BzQ2un2z+8Kx6B7TG7boXiQrx48DxTEL8vQhXaWiLF8rHedZuEi7GoxZc+wwsmGC6VXpNNF+giRvMF4qTLXcBmG4+33omUKlo4e3h5k8r9pwe3qYbK+Z6mP8wfHkzdLjd5P0qayuVNd82zX+9+SJ394Ihb1VsVu2cLPhhAuz+3nSTjvjgQvfcwJfMxJjFfzOZ5us0Nd3F+xZBx9vNP4CBjUyXoLuXaZVClX0MWlVSCvq/YK7TO61Nt+/AV2DPfNPV2LVQQOgbbFJnNO1rnlvzzTqZZ9MhP9e0VFUjEkwJp6dT41CApfCMITc3+L+3zZfX6skQNYDmIf6sjk+lWT0/ulpOogLqV4/WAlF9dbjNjBX69Z+mS+XodtMl1aCrGUtVK8jRJbyYPTmmnFFEZ7j/N9NKtWqyGesz7F1oPsjsP59h7r0DzN+EHx8zi1gPfMm8Nv2gmXl4cIVZluT8KXN8wTgiDx8Y9ErFlDUtHr4ZCyf2me7Oqx+//O/QVX8xyUk9/czsux3fwOK/mwH9f1KmZSf7jBlDVlwXn7OJHgATNpls9hs/MT9zd2+zekB4u+Jf52Yp/VgyJyLBlHB62ccPkKkDqFs35OIdSsHg1+DAz7D0RaKbTef7rcnsP5bJTe4n7RtkK0R5uFlg1KcmM/rqyWbaercHTabwWdfD2O+d60sw82j1TRfi7mVmssUMg/kPwZejof1tJjhcP910od32jZlVtnmWuRYz+5vxOJkFY8UamFaupteaMUgB4bDoKVg7Fep3LP9A97R4mHGt+Wdv7NySM8AXzvLefowJrjKS4VQinPoDTtvuM5JNF2B1EtwMBr4MncaZ8WLHdpjnLkyCKeH08k7EckiHUz+w1uU7PWpB36dh4UR6NV4PBLLpcDph3ulQu/r+lyOqEYs73DjdtJJE9jRf7s0HmjxJnw6GO39wngAmI9m0EFRn9TvCfStMrq+Vb5txk62Gmyztnww22enbjILr3zEBblqcmeLfrJ/pUru0lWjgK6a7b+69sONb2/ivMk4o2DDDLMo7YYN5r9KweJiM30GNy/bezqhuFNy7xCTgbNLH0aWpVBJMCafnfuogh6ytaRNURDAFZgzFminE7JmMYhJ5+RBkTa2e3RmienKzXNyq0ayfCaK+GAUfD4I751/I++MoOWfNQGBX+Fy4e5nZfh1uM4sq142CzGOmew1lBjl7+piWrCueyxNu/doMDN/8KXw2DO6YZwZQl0buOdj+FbS6ofSBlCtz9zKpGFycPcvJCOE42Zl4nz/BIR1Gg8BiBvRa3KHHBDzSD9Da8zh1ycBd50k3n3CshlfBuEVmOvynQ+DINseWJ7MgYacLfS7qNL2Qfd0/DMb/Cvf8XPrB/7UC4dp/wMStUK+lScdwOrl059g9z6wt2Pnu0r1OuAQJpoRzS4sH4IglgoBaJTSk1u8AQO/aqYQrW8JOV/rSENVTWBu4539mgPNnw8yaZo7yZ8JOF2iZKo5SZrxSWXn6wi2zIS/btHLZ/v7YZdOnZiHoajYLTVQMCaaEc7OlRTgX0ARV0sy8ui0ARUfvYxeCqdoSTAknENzMtJb4h8F/R8KBXxxTjj8TdsrnokR1o80YuBP7YGpXWPjohZ9dcQ6vgaQNZg07mUFcI0kwJZxbWjxWFNRpUvJxnj4Q1JgoEi8k7JQvDeEsakeYBJT1WsDXt8K+n6q+DKcTzb092c9ruphh8Oh26HovbP0CpnQ06wSeTb/82NRYM9kgqIkZvylqJBmALpxb6gGOUpeQoNpXPjakFZGpsdwUVR+d7C0JO4Vz8a0Ldy2Ez0fA9/ebGWnBzcxYm8yj4B1oxllVxnpk6Ydg7TRbMlHfij+/K/ILgaFvQo+HYMXrsGYqbP4MOo41CwdnpZrZxAmrzIoMd3xfPZe7ERVCginh1PJT9nEgvz4Rxc3kKyykJZYD/6NtveZmXIg0twtn410bRn8OH/aBb+8wv6dxSy4+JvJq010UM6xiMpVnnzHrpWkNN39W/vPVNEGNTbdfz4mw7GWzRIx3oMkkn5dtElKO/kxm8NVwEkwJ52XNR6XFEqf7E1FUjqlLhbQyOWcSVlXrTLrCxQU2hJEfmbQJ6Ydg6L9NWoWz6bB3gUk4OXe8yc7dcaxZFLc8X9S/vW7G/4yda1rCRNmEtoJbvzRLnVg8HF0a4WQkmBLO69QfuOVnE6cj6GhPMFWvpbk/f0rGSwnnFj0A7lpg1l8rCJRqBZmlR3o+apak2fSJ6Vpa/S60vdksn1Swvpu9rFbYOccsQFtSNm5hPwmkRBEkmBLOK/UAAHFWO7v56kaDspjWKVee/i1cQ3EZod3cIKq/uWUcNVm1V78LR7bC6NmmhcReievNeKzWN1ZMmYUQRbJrNp9SarBSar9SKk4p9XQR+29XSu2w3dYopdpXfFFFjXNiPwAJqgEh/t5XPt7d60I3hqRFEK4gIBwGPG8GrmefMculJG4w458O/Q6JG0t+/e55ZkxPwYLAQohKccVgSillAaYBQ4BWwK1KqUv/NToEXKO1bge8BMyo6IKKmicvZR9p1KZ1VGMsbnYOJg+JMffSzSdcSeNeZo0z32AzG/DTISYJ6BejIDuz6NdY82HPDxB9nVkEWAhRaexpmboKiNNaH9Ra5wBfA8MLH6C1XqO1Pml7ug5oULHFFDXRycO7iLXW54FrSjH4tp4EU8JFBTY0uaqCIk0y254TzfjAjR8Xffwf6+DMMeniE6IK2DNmKgJILPQ8CShp2fHxwOKidiil7gPuA2jUyElWURdOKT/fivepOE76XMPgpqXIFxVzPSRvqpxcPUI4mn8Y3PebeezuCcd3wdqp0O1+k/MoOxPil8H+/0Hsz+BeC6Kli0+IymZPMFVU/4ou8kClrsUEU0UuTqS1noGtC7BLly5FnkMIgOWbdzGALCJbdCh5GZlLhbU1U8CFcFXunhce93nKdPn9MAHOppm0INZckwcp+jqTVsHLz2FFFaKmsCeYSgIaFnreALhsoSKlVDtgJjBEa51WMcUTNZHWmmWrVjIAaNGmq6OLI4TziuwJjXvDrjlQtzl0fwCaD4GG3cAik7WFqCr2fNo2AtFKqSZAMjAGuK3wAUqpRsD3wB1a6wMVXkpRo6yJT8MtLRY8wBLSwtHFEcK5jfkCzp0yY6mEEA5xxWBKa52nlJoA/AxYgE+01ruVUg/Y9k8HJgHBwPu2Lpk8rXWXyiu2cDVZ2Xlk5eQRci6B3O8n8aTHGrSXP0ryRQlRMu/a5iaEcBi72oG11ouARZdsm17o8b3AvRVbNFFTWK2au2dt5NDhw/zi8yydc7M4FnoNgYPul/X1hBBCOD3pVBcO9+2mRDYeSmVe4Mf4njvF7eoVPr5nPHjLsg1CCCGcnwRTwqFOZGbz6qK9TApZRYeMDZzu/xpvxIwlQAIpIYQQ1YQEU8KhXvlpDzm5OdyRPx+a9KF27wepLV17QgghqhG71uYTojKsjD3B/G1HeK3dCdyzjkHXv8gYKSGEENWOBFPCIc7n5vPc/F00revLDfm/gm89aDHE0cUSQgghSk2CKeEQU5fFcTjtLG8MCsES+zN0uA0sMk5KCCFE9SPBlAvQWnM4LYu8fKuji2KXA8cz+fD3eG7q1ICupxaDzodOdzm6WEIIIUSZyAB0F/DTzqNM+HIrtTwsdGgYSOfIIDpHBtGxUSCBPp5XPkEVslo1z87biZ+XO88ObQEf3wWRV0NwM0cXTQghhCgTCaZcwOJdxwj29WRY+/ps+eMkH/wWT77VrCPdMsyfWXdfRVhtbweX0vhq4x9sTDjJW6PaUSdlPZw8BNc+4+hiCSGEEGUmwVQ1l5tv5ff9JxjaNpwXbmgNwNmcPLYnnmZ1XCpTl8exYn8KY65q5OCSwnebEpn0w256RQUzqnMDmPuCWQYjZpijiyaEEEKUmYyZquY2JZwkMzuPfjEhf27z8XSnR7Ng/jqwOUE+Hmw+fNKBJTRmrzvMU3N20LNZMDPu6II6dxL2LoB2Y8CjlqOLJ4QQQpSZBFPV3LJ9x/G0uHF1VN3L9iml6BwZxOY/ig6msvPyeXHhbj5bk0BKxvlKK2N2Xj7/+WU/vaKCmXlXF3y93GHHN5CfA53urLT3FUIIIaqCdPNVc0v3pXBzw9P4zh4MzfqbFANBkX/u7xQZxJK9KaRn5VDH9+LB6Mv3pfDp6gQAXli4m66RdRjSNowhbcIrdIzV8n0pnDqby319muHlbgGtYfNnENEZwtpU2PsIIYQQjiAtU9XYodQsDp7I4g6PZZC8GX57A95tB7Ouh+1fQ04WnRsFAbC1iNapRTuPEeTjweJHe/NY/+acPpfLiwv30P21pYz6YA2xxzMve82WP05yIjO7VOWcuyWZEH8vejULNhuSNsGJvdIqJYQQwiVIMFWNrYw9gcJKVPrv0GIoPLYTrn0OTifBvPvh3y3ovPMlfNzyLhs3dT43n6V7jzOodRgx4QE8OiCanx/vw5InruGv1zUnNuUM//pxz0WvSck8z83T13LLh2s5mZVjVxnTs3JYvi+F4R3q426x/bptmQUevtDmpor4MQghhBAOJcFUNbb+UDr9/JNwzzpqZsQFNoRrnoKJW2HcImgxGPetn3JP8C42XRJMrYxNJSsnn6Ftwy/aHhXixyP9o3mwbzNWxqayPfHUn/sWbDtCvlWTePIs98/eTHZe/hXLuHD7EfKsmpGdGpgN5zNg1/fQZiR4+Zf/hyCEEEI4mART1UBK5nkWbj+C1vrPbVprNh5KZ4z/dnBzh+aDLrxAKWjcC0ZMB68A+nodYHviKXILZUhfvPMotWt50KOg6+0St3drRIC3O9OWx/25bc7mJNo3qM1/RndgQ0I6PV9bxsNfbuGL9Yc5lJp1UfkKyj1z1UFiwgOICQ8wG3fNgdyzkvFcCCGEy7BrALpSajDwLmABZmqtX79kv7LtHwqcBcZprbdUcFnLJCfPytTlcbQM86dfyxC8PSyOLlKpaK35cPYXNDqymN88ptC3VX0AEtPPkZJ5nm4ea6Bxb6gVdPmLLe7QqActj24jO280mw+fpHvTYLLz8vl173EGtw7Dw1J0PO3v7cG4Xk2YsjSWPUcyANh3LJN/DW/NDe3r4+dl4ccdR1kTl8ZPO44CEF7bmx7NgunZrC5tIgJ49KttpGbmMPmWDnB8txnTtfdHCG0LDbpUzg9MCCGEqGJXDKaUUhZgGnAdkARsVEot0FoXHlAzBIi23boBH9juHW7F/hSmLI0FIMDbnevb1+emThF0ahSEiQGN3UdO88KC3Yy/ugmD24QXd7oqt2rHAe4//i9C3E/x4o+f0bvl01jcFBsS0olWyQScPQwxE4s/QZPe+MX+TIxfFi//tIf5D/Vi8pJYMs/nMaJjRInvfXfPxny2JoHbZq6jTf3aeFgUw9qZYK5fy1D6tQxFa01C2lnWxKeyJj6NFftP8P2WZAA83d34dFxXOtf3gSmjTItUj4eh+0Om9UwIIYRwAfa0TF0FxGmtDwIopb4GhgOFg6nhwOfa9POsU0oFKqXCtdZHK7zEpbR521ZWeT+KpUkfPna7iS+2JPPl+j+IDPZheIcIGgTV4uip80xbEUdOnpUjp87Tr2Uonu6O7wHNzcsnf+HjBKkznPcKZtCZH5i7eSyjuzY0XXxea9DKDdXy+uJP0vhqAF7rdJoRv/sy8eutLN51jFuvakivInJTFRbk68m8h3ry8JdbWRWXyqDWoQRdkl5BKUWTur40qevL7d0isVo1B1Iy2XAonXYNAunQMBDWz4DMI3DnAmh6Tbl/LkIIIYQzsSeYigASCz1P4vJWp6KOiQAuCqaUUvcB9wE0alT5y5vkWzXt4t4nVJ3CI/Ennsufz9/bj2JpvTuZHevOe8tiKRjm07dFPYZ3qM/j32znu82J3N4tsuSTV4F1P0ynb95qYts8QVRYIN2XTGLKzz9zTYuxbD10nGfcVqCiBoF/WPEnCWsHXrVpn7eTga06smjnMaJD/Jh0fWu7ytC0nh/zHurJ7LWH6V8oy3px3NwULcMCaBlmGyOVex5WvQ2RvaBJH7veUwghhKhO7AmmiuqP0WU4Bq31DGAGQJcuXS7bX9H2bl/HEOtKDra4h6hhf4M17+Gx8WMG7/6OwW1GcfrBR8n0b4rFTREWYJJUfr72MNOWxTGqcwOTYNJBMo4n0GHny+z3aEXzG59FZWdgXf4qI3IXMWp6U9qe+p3anqegy90ln8jNApE9UQmreHncm3h7WHikXxS1PC1gzYe1U+HcKVButpsy9xZP6HA7+Ifi7WHhL32amvMdXAGBkVCnSfHveTYdTuyHs2mQsAoyj8LIGdK1J4QQwiXZE0wlAQ0LPW8AHCnDMVXO4/fXyMKb0CFPg38IDHoFej0Ka96DjTOpvfNbansFgKcfdLsPej3G4wOac+cnG/h6QyJ39WzsmIJbraR9MZ4QnY+6aTrK4g4+dXBrP5pR27/ht6wujLEsI9s3Aq+oAVc+X+Or4cBiQkhnyq0dL2zfuwB+nQTKFjRqKxfFwLvnwfhfLqydlxoHn48AT18Y9i5EDzRB04m9kFLodubYxe8fNUBapYQQQrgse4KpjUC0UqoJkAyMAW675JgFwATbeKpuwGlHj5fSSZtocfI35gSOY1RQoe4pvxAY+JIJqrbOhjMpcGIfLHkBjmyl9/BpdG9ah7d/PcCw9vUvW4KlKqSveI8mGZuYG/EkN7Vsf2FH32dwO7KNacfeAAvkd3nGtDxdSdQA+OVZ2PQJ9Hvuwva10yCoCTyy+eLzaA2xv8CXt8DCx+DG6aZVac27psUqJAbmjr/4PdxrQb0W0Oxas79eDPiHgsULgqPK9wMRQgghnNgj5ARPAAAKnUlEQVQVgymtdZ5SagLwMyY1wida691KqQds+6cDizBpEeIwqRGu0PdU+eJpxFe5txPV9f6iD/CtC1c/bh5rbVqrljyPyj3Pi8M+Yuh7q3nr5328NrJd1RUa4MR+/Fa+zArdid63PHnxvoBw01K06CnYvwhLZzuXYwlpCa1Hwpqp0OUeCKgPiRshaSMMefPygEwpk7eq7z9gxasQ1Bg6jzNL1HS8A4a8ARtnQk6WCZxCYkzXnz2BnRBCCOFi1KWJFqtKly5d9KZNmyrt/CmZ55mzOYmbOjUgNMDORXs3fASLnoS+z/DSmWF8svoQr4xoS9fGQTSp63thOZTKkp/Lmff7kpOawLzucxg/pEfxx1qt4FaK8qQfgqldof0tMHwafDcO4pbBE3vAy6/49/jhYdj+pQmWTifCI1tKHi8lhBBCuCCl1GatdZFJEu1K2lkdhfh781DfUnYvdb3XLBi84jX+Oro9S/b68My8nYDJmdQ81I+YMJPNu39MCJHBvhVaZuvKd/BL28U/PJ5iUv+rSj64NIEUmACo2/2ma+/Q73AqEXpOKD6QKniPEe+b2YKr3jZr6UkgJYQQQlzEZVumyiz3HMy4FrIzyXlgLfGnYe/RDPYezWDfsUz2Hs0g9UwO7m6Ksd0jeWxANIE+5RtXtTPpNItWrefx/bfza14HckfOumJCzTI5dxIWP20e+wRD7ydMd6c9ElZDWBvwrl3x5RJCCCGcXI1smSozj1pmptonA/Fc+QYxg165sK6cTdLJs0xbHs/naxNYE5/KnAd7EuDtUea3fHHhbu479hZWpdjb9u880b5+OStRjFpBMPLDsr22ca+KLYsQQgjhIhyf5tsZNepmFuJd9wHs+t606BTSIMiH10a2Zfb4bhw8kcXDX2y5aBHh0th/LBPvxN8ZqDbg3e8pnhw9ADc3ycckhBBCVBcSTBVnwAvgHw5z7oY3GsO0brDgEdj6X0iNBa3pFVWXV0e2ZWVsKv+cv4uydJnOX7WNf3t8SH5QU+jxSEXXQgghhBCVTLr5iuNTByZsNAPSE9dB4gbYswC2fG7212sJPScyusPN/JEWxdTlcTSu68sD1zQr+nynkyBxPfqPdZyNX0u+mwceff/G1TtfI9gtE8voH8DDzlmHQgghhHAaMgC9NKxWSIs1S6Rs/BhSdoNPMLrNKF5J6cnMfR68O6YDw9uGwvFdkLj+zwBKZSQDcA4vtuU3I0KdoJHbCQAO9XiVJoMedmTNhBBCCFGCkgagSzBVVlpD/FLYMhv2L0JrKwu9h7Mzw5uJvkvwzz4OwEn3uqzPjWZdXjR7LC0JbdGVAa0jcNO5pKz4CD91ntET30KVNtWBEEIIIaqMBFOV7cwJWPqiWZ4GWJvfim+tfVmf35Icv/pc1yqUga3C6NEsGG8PyRIuhBBCVDeSGqGy+dWD4VOh+0Noay7xhwMJOXmWKTGhdGwUhEVm5wkhhBAuS4KpihTaCgWMDXd0QYQQQghRVWSgjhBCCCFEOUgwJYQQQghRDhJMCSGEEEKUgwRTQgghhBDlIMGUEEIIIUQ5SDAlhBBCCFEOEkwJIYQQQpSDBFNCCCGEEOXgsOVklFIngMOV+BZ1gdRKPL+zqkn1rkl1vVRNrHtNrHOBmlj3mljnAlJ35xSpta5X1A6HBVOVTSm1qbg1dFxZTap3TarrpWpi3WtinQvUxLrXxDoXkLpXv7pLN58QQgghRDlIMCWEEEIIUQ6uHEzNcHQBHKQm1bsm1fVSNbHuNbHOBWpi3WtinQtI3asZlx0zJYQQQghRFVy5ZUoIIYQQotJJMCWEEEIIUQ5OEUwppRoqpZYrpfYqpXYrpR61ba+jlPpVKRVruw+ybb9OKbVZKbXTdt+v0Lk627bHKaWmKKVUMe9Z5HFKqT5KqS1KqTyl1KgaVvcnlFJ7lFI7lFJLlVKRLlzXB2zbtymlVimlWlVkXZ257oX2j1JKaaVUpUxDdqY6K6XGKaVO2K73NqXUvZVRZ2esu23faNtne7dS6ktXr7NS6p1C1/qAUupUZdTZSeveyFaWrcr8LR9aQ+odqcz31g6l1AqlVIPKqneRtNYOvwHhQCfbY3/gANAKeBN42rb9aeAN2+OOQH3b4zZAcqFzbQB6AApYDAwp5j2LPA5oDLQDPgdG1bC6Xwv42B4/CHzjwnUNKHTMDcD/asp1LlSG34F1QBdXrzMwDphamdfYieseDWwFgmzPQ1y9zpcc8wjwSQ263jOAB22PWwEJNaTe3wF32R73A2ZX5jW/rFxV+WaluEA/ANcB+4HwQhdtfxHHKiAN8LIds6/QvluBD4v5BSjxOGAWVRBMOWPdbds7AqtrSF1vBRbXpOsMTAauB1ZQScGUM9WZKg6mnKzubwL31qQ6X3LcGuC6mlJ34EPg77bHPYA1NaTeu4EGhc6dUZXX3Cm6+QpTSjXGfJGvB0K11kcBbPchRbzkJmCr1jobiACSCu1Lsm27lL3HVSknq/t4TNRfKZyhrkqph5VS8Zgvm4llrUtpObruSqmOQEOt9Y/lqkgpOLrOBee0dQHMUUo1LGNVSs0J6t4caK6UWq2UWqeUGlz22tjHCepcUI5IoAmwrCz1KAsnqPsLwFilVBKwCNMyV+mcoN7bbecEuBHwV0oFl6UuZeFUwZRSyg+YCzymtc6w4/jWwBvA/QWbijhMF/VSO4+rMs5Ud6XUWKAL8NaVylEWzlJXrfU0rXUz4O/Ac1cqR0VwdN2VUm7AO8Bf7Stx+Tm6zrb7hUBjrXU7YAnw2ZXKURGcpO7umK6+vpj/5GcqpQKvVJaycpI6FxgDzNFa51+pHBXBSep+KzBLa90AGArMtn3uK42T1PtJ4Bql1FbgGiAZyLtSWSqK0wRTSikPzMX4Qmv9vW3zcaVUuG1/OJBS6PgGwDzgTq11vG1zElB40FkD4IhSylJoMOK/ijuuMuplD2equ1JqAPAscIPtP4YK5Ux1LeRrYET5a1cyJ6m7P2aswgqlVALQHVigKm8QujPUGa11WqHf54+AzhVZz6I4S91t+37QWudqrQ9humCiK7KuhergLHUuMAb4qmJqVzInqvt44FsArfVawBuzeHClcJZ6a62PaK1Haq07Yr7D0FqfruDqFq8q+xSLu2Gizc+ByZdsf4uLB7G9aXsciK1Jr4hzbcR8QRQMThtazHuWeBxVNGbKmeqOaaKNB6JrQF2jCx0zDNhUU67zJcesoPIGoDtNnbGN37A9vhFYV1OuNzAY+Mz2uC6QCAS7cp1t+1oACWCSU9eg670YGGd7HIMJNirlZ+Bk9a4LuNkevwL8q7Kv+0Xlqso3K+GCXI1pqtsBbLPdhgLBwFIg1nZfx3b8c0BWoWO3YZuhgume2oUJCqYW90tU3HFAV0z0m4UZHLe7BtV9CXC80HkXuHBd38UMWNwGLAda15TrfMkxK6i8YMpp6gy8Zrve223Xu2VNud6YL523gT3ATmCMq9fZtu8F4PXKvM7OWHfMbLrVtt/1bcDAGlLvUbb3OwDMBLyq4toX3GQ5GSGEEEKIcnCaMVNCCCGEENWRBFNCCCGEEOUgwZQQQgghRDlIMCWEEEIIUQ4STAkhhBBClIMEU0IIIYQQ5SDBlBBCCCFEOfw/dBvea8EJrvAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# compare each of the variables since beginning of the year\n",
    "since = '2020-01-01'\n",
    "predicted = transform(res, since)\n",
    "actual = transform(frame_t, since)\n",
    "\n",
    "fx_graphs = ['USDCAD', 'AUDJPY'] + [f+'_3m_impvol' for f in ['USDJPY', 'AUDJPY']]\n",
    "for asset in fx_graphs:\n",
    "    compare_plot(asset, actual, predicted)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rates_graphs = ['5y', '30y']\n",
    "rates_vols = ['3m'+r+'_impvol' for r in rates_graphs]  + ['3y_vs_3m_'+r+'_calendar' for r in rates_graphs] + ['3y5y_skew']\n",
    "\n",
    "for asset in rates_vols:\n",
    "    compare_plot(asset, actual, predicted)"
   ]
  },
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    "### Disclaimers\n",
    "\n",
    "Scenarios/predictions: Simulated results are for illustrative purposes only. GS provides no assurance or guarantee that the strategy will operate or would have operated in the past in a manner consistent with the above analysis. Past performance figures are not a reliable indicator of future results.\n",
    "\n",
    "Indicative Terms/Pricing Levels: This material may contain indicative terms only, including but not limited to pricing levels. There is no representation that any transaction can or could have been effected at such terms or prices. Proposed terms and conditions are for discussion purposes only. Finalized terms and conditions are subject to further discussion and negotiation.\n",
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    "\n",
    "Backtesting, Simulated Results, Sensitivity/Scenario Analysis or Spreadsheet Calculator or Model: There may be data presented herein that is solely for illustrative purposes and which may include among other things back testing, simulated results and scenario analyses. The information is based upon certain factors, assumptions and historical information that Goldman Sachs may in its discretion have considered appropriate, however, Goldman Sachs provides no assurance or guarantee that this product will operate or would have operated in the past in a manner consistent with these assumptions. In the event any of the assumptions used do not prove to be true, results are likely to vary materially from the examples shown herein. Additionally, the results may not reflect material economic and market factors, such as liquidity, transaction costs and other expenses which could reduce potential return.\n",
    "\n",
    "OTC Derivatives Risk Disclosures: \n",
    "Terms of the Transaction: To understand clearly the terms and conditions of any OTC derivative transaction you may enter into, you should carefully review the Master Agreement, including any related schedules, credit support documents, addenda and exhibits. You should not enter into OTC derivative transactions unless you understand the terms of the transaction you are entering into as well as the nature and extent of your risk exposure. You should also be satisfied that the OTC derivative transaction is appropriate for you in light of your circumstances and financial condition. You may be requested to post margin or collateral to support written OTC derivatives at levels consistent with the internal policies of Goldman Sachs. \n",
    " \n",
    "Liquidity Risk: There is no public market for OTC derivative transactions and, therefore, it may be difficult or impossible to liquidate an existing position on favorable terms. Transfer Restrictions: OTC derivative transactions entered into with one or more affiliates of The Goldman Sachs Group, Inc. (Goldman Sachs) cannot be assigned or otherwise transferred without its prior written consent and, therefore, it may be impossible for you to transfer any OTC derivative transaction to a third party. \n",
    " \n",
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    " \n",
    "Counterparty Credit Risk: Because Goldman Sachs, may be obligated to make substantial payments to you as a condition of an OTC derivative transaction, you must evaluate the credit risk of doing business with Goldman Sachs or its affiliates. \n",
    " \n",
    "Pricing and Valuation: The price of each OTC derivative transaction is individually negotiated between Goldman Sachs and each counterparty and Goldman Sachs does not represent or warrant that the prices for which it offers OTC derivative transactions are the best prices available, possibly making it difficult for you to establish what is a fair price for a particular OTC derivative transaction; The value or quoted price of the Product at any time, however, will reflect many factors and cannot be predicted. If Goldman Sachs makes a market in the offered Product, the price quoted by Goldman Sachs would reflect any changes in market conditions and other relevant factors, and the quoted price (and the value of the Product that Goldman Sachs will use for account statements or otherwise) could be higher or lower than the original price, and may be higher or lower than the value of the Product as determined by reference to pricing models used by Goldman Sachs. If at any time a third party dealer quotes a price to purchase the Product or otherwise values the Product, that price may be significantly different (higher or lower) than any price quoted by Goldman Sachs. Furthermore, if you sell the Product, you will likely be charged a commission for secondary market transactions, or the price will likely reflect a dealer discount. Goldman Sachs may conduct market making activities in the Product. To the extent Goldman Sachs makes a market, any price quoted for the OTC derivative transactions, Goldman Sachs may differ significantly from (i) their value determined by reference to Goldman Sachs pricing models and (ii) any price quoted by a third party. The market price of the OTC derivative transaction may be influenced by many unpredictable factors, including economic conditions, the creditworthiness of Goldman Sachs, the value of any underlyers, and certain actions taken by Goldman Sachs. \n",
    " \n",
    "Market Making, Investing and Lending: Goldman Sachs engages in market making, investing and lending businesses for its own account and the accounts of its affiliates in the same or similar instruments underlying OTC derivative transactions (including such trading as Goldman Sachs deems appropriate in its sole discretion to hedge its market risk in any OTC derivative transaction whether between Goldman Sachs and you or with third parties) and such trading may affect the value of an OTC derivative transaction. \n",
    " \n",
    "Early Termination Payments: The provisions of an OTC Derivative Transaction may allow for early termination and, in such cases, either you or Goldman Sachs may be required to make a potentially significant termination payment depending upon whether the OTC Derivative Transaction is in-the-money to Goldman Sachs or you at the time of termination. Indexes: Goldman Sachs does not warrant, and takes no responsibility for, the structure, method of computation or publication of any currency exchange rates, interest rates, indexes of such rates, or credit, equity or other indexes, unless Goldman Sachs specifically advises you otherwise.\n",
    "Risk Disclosure Regarding futures, options, equity swaps, and other derivatives as well as non-investment-grade securities and ADRs: Please ensure that you have read and understood the current options, futures and security futures disclosure document before entering into any such transactions. Current United States listed options, futures and security futures disclosure documents are available from our sales representatives or at http://www.theocc.com/components/docs/riskstoc.pdf,  http://www.goldmansachs.com/disclosures/risk-disclosure-for-futures.pdf and https://www.nfa.futures.org/investors/investor-resources/files/security-futures-disclosure.pdf, respectively. Certain transactions - including those involving futures, options, equity swaps, and other derivatives as well as non-investment-grade securities - give rise to substantial risk and are not available to nor suitable for all investors. If you have any questions about whether you are eligible to enter into these transactions with Goldman Sachs, please contact your sales representative. Foreign-currency-denominated securities are subject to fluctuations in exchange rates that could have an adverse effect on the value or price of, or income derived from, the investment. In addition, investors in securities such as ADRs, the values of which are influenced by foreign currencies, effectively assume currency risk.\n",
    "Options Risk Disclosures: Options may trade at a value other than that which may be inferred from the current levels of interest rates, dividends (if applicable) and the underlier due to other factors including, but not limited to, expectations of future levels of interest rates, future levels of dividends and the volatility of the underlier at any time prior to maturity. Note: Options involve risk and are not suitable for all investors. Please ensure that you have read and understood the current options disclosure document before entering into any standardized options transactions. United States listed options disclosure documents are available from our sales representatives or at http://theocc.com/publications/risks/riskstoc.pdf. A secondary market may not be available for all options. Transaction costs may be a significant factor in option strategies calling for multiple purchases and sales of options, such as spreads. When purchasing long options an investor may lose their entire investment and when selling uncovered options the risk is potentially unlimited. Supporting documentation for any comparisons, recommendations, statistics, technical data, or other similar information will be supplied upon request.\n",
    "This material is for the private information of the recipient only. This material is not sponsored, endorsed, sold or promoted by any sponsor or provider of an index referred herein (each, an \"Index Provider\"). GS does not have any affiliation with or control over the Index Providers or any control over the computation, composition or dissemination of the indices. While GS will obtain information from publicly available sources it believes reliable, it will not independently verify this information. Accordingly, GS shall have no liability, contingent or otherwise, to the user or to third parties, for the quality, accuracy, timeliness, continued availability or completeness of the data nor for any special, indirect, incidental or consequential damages which may be incurred or experienced because of the use of the data made available herein, even if GS has been advised of the possibility of such damages.\n",
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    "Notice to Brazilian Investors\n",
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    "The offer of any securities mentioned in this message may not be made to the general public in Brazil. Accordingly, any such securities have not been nor will they be registered with the Brazilian Securities and Exchange Commission (Comissão de Valores Mobiliários) nor has any offer been submitted to the foregoing agency for approval. Documents relating to the offer, as well as the information contained therein, may not be supplied to the public in Brazil, as the offer is not a public offering of securities in Brazil. These terms will apply on every access to Marquee.\n",
    "Ouvidoria Goldman Sachs Brasil: 0800 727 5764 e/ou ouvidoriagoldmansachs@gs.com\n",
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    "Ombudsman Goldman Sachs Brazil: 0800 727 5764 and / or ouvidoriagoldmansachs@gs.com\n",
    "Available Weekdays (except holidays), from 9 am to 6 pm.\n",
    "\n"
   ]
  }
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